{"id":3389,"date":"2026-10-16T09:21:11","date_gmt":"2026-10-16T09:21:11","guid":{"rendered":"https:\/\/ewebtoolz.com\/blog\/how-to-automate-content-creation-a-follow-along-guide\/"},"modified":"2026-10-16T09:21:11","modified_gmt":"2026-10-16T09:21:11","slug":"how-to-automate-content-creation-a-follow-along-guide","status":"publish","type":"post","link":"https:\/\/ewebtoolz.com\/blog\/how-to-automate-content-creation-a-follow-along-guide\/","title":{"rendered":"How to Automate Content Creation: A Follow-Along Guide"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div style=\"--defaultWidthPx-yvf988:600px;--width840Px-1vprro7:840px;--px64-w0rxhh:64px;--px24-euyk2c:24px;--px48-1teynrh:48px;--px16-1iwg9yc:16px;--px32-1ecvgqj:32px\">\n<div class=\"css-0-introText\" style=\"\">\n<div style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:32px;--commonDesktopLineHeight-1j2516b:34px;--commonTabletFontSize-1dxj9ik:32px;--commonTabletLineHeight-xwk9uj:34px;--commonMobileFontSize-1dqmuso:24px;--commonMobileLineHeight-17gz9lh:26px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:32px;--jaDesktopLineHeight-1h30gj1:34px;--jaTabletFontSize-1cs8g40:32px;--jaTabletLineHeight-rwumdp:34px;--jaMobileFontSize-3ilicb:24px;--jaMobileLineHeight-a733m1:26px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:32px;--koDesktopLineHeight-167f7ua:34px;--koTabletFontSize-wulysw:32px;--koTabletLineHeight-z06jhp:34px;--koMobileFontSize-hn8pa2:24px;--koMobileLineHeight-oto37y:26px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:32px;--commonDesktopLineHeight-1j2516b:34px;--commonTabletFontSize-1dxj9ik:32px;--commonTabletLineHeight-xwk9uj:34px;--commonMobileFontSize-1dqmuso:24px;--commonMobileLineHeight-17gz9lh:26px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:32px;--jaDesktopLineHeight-1h30gj1:34px;--jaTabletFontSize-1cs8g40:32px;--jaTabletLineHeight-rwumdp:34px;--jaMobileFontSize-3ilicb:24px;--jaMobileLineHeight-a733m1:26px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:32px;--koDesktopLineHeight-167f7ua:34px;--koTabletFontSize-wulysw:32px;--koTabletLineHeight-z06jhp:34px;--koMobileFontSize-hn8pa2:24px;--koMobileLineHeight-oto37y:26px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Automated content creation is the use of software or AI to complete a repeatable sequence of content-production tasks.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">When people hear \u201cautomated content creation\u201d, I imagine they picture something like this: Enter a keyword, click a button, and poof! An article is made. From there, they\u2019ll generate 500 articles before the day ends and publish all of them.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">I don\u2019t want to say these systems don\u2019t exist. They do. In fact, we\u2019ve <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/ahrefs.com\/blog\/how-i-do-content-engineering-with-claude-code\/\">even made one<\/a>. But our content cadence has remained the same.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image css-0-wideContent\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Letaido's Whiteboard interface showing a completed 10-step &quot;keyword mapping&quot; content pipeline with all stages checked off on the left and a full article draft preview on the right, marked &quot;Pipeline Complete.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-01.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-01-440x425.png 440w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-01-768x741.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-01-1536x1482.png 1536w\" sizes=\"(min-width: 1280px) 840px, (min-width: 768px) 720px, min(840px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Letaido's Whiteboard interface showing a completed 10-step &quot;keyword mapping&quot; content pipeline with all stages checked off on the left and a full article draft preview on the right, marked &quot;Pipeline Complete.\" title=\"automated content creation 01\" width=\"2048\" height=\"1976\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Because it\u2019s not our goal at Ahrefs to contribute even more spam and <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/ahrefs.com\/blog\/how-we-use-ai-without-making-ai-slop\/\">slop<\/a> to the Internet.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Yes, we want to make more content. But we want to make more <strong>useful<\/strong> content. More <em>better<\/em> content. Not simply more content.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Automation can help: not by replacing the interesting parts of content marketing, but by freeing us from the boring ones.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Because I love making content that helps people and promotes our brand. But let\u2019s be real: Not every part of content marketing is equally enjoyable. Some parts are really, really, really boring. Unfortunately, they\u2019re also important.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Google loves <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/ahrefs.com\/blog\/fresh-content\/\">fresh content<\/a>. When its Query Deserves Freshness (QDF) algorithm detects that a topic needs current information, it boosts recently updated pages. Likewise for AI assistants. <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/ahrefs.com\/blog\/do-ai-assistants-prefer-to-cite-fresh-content\/\">Our study found that<\/a> compared to traditional search results, AI assistants prefer citing fresher content.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Bar chart titled &quot;Average age of cited content&quot; comparing organic SERP (1,432 days since publication, 1,047 since last updated) versus AI assistants (1,064 and 909 days respectively), showing AI cites fresher content across both measures.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-02.png 1491w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-02-413x425.png 413w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-02-768x791.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Bar chart titled &quot;Average age of cited content&quot; comparing organic SERP (1,432 days since publication, 1,047 since last updated) versus AI assistants (1,064 and 909 days respectively), showing AI cites fresher content across both measures.\" title=\"automated content creation 02\" width=\"1491\" height=\"1536\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Updating is easy enough when you have one article. Not so easy when you have dozens. Or hundreds.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">So I built something I call the <strong>Data Refresh Hub<\/strong>.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Data Refresh Hub dashboard showing 7 drafts ready to review across seven named datasets, with approve and publish buttons, plus a Top Google Searches (US) card listing 470 rows fetched on 2026-06-01.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-03.png 1676w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-03-545x425.png 545w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-03-768x598.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-03-1536x1197.png 1536w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Data Refresh Hub dashboard showing 7 drafts ready to review across seven named datasets, with approve and publish buttons, plus a Top Google Searches (US) card listing 470 rows fetched on 2026-06-01.\" title=\"automated content creation 03\" width=\"1676\" height=\"1306\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li>Pulls fresh data for 12 datasets<\/li>\n<li>Removes NSFW results and makes sure it fits the category (e.g., questions for \u201ctop Google questions\u201d)<\/li>\n<li>Rebuilds the relevant tables and charts<\/li>\n<li>Updates our WordPress drafts<\/li>\n<li>Emails me when it\u2019s finished<\/li>\n<li>Waits for me to review everything before anything gets published<\/li>\n<\/ul>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: An automated email from the Data Refresh Hub dated September 1 confirming 4 draft posts are ready for review, with links to WordPress drafts for top searches, top questions, trending topics, and most searched people.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-04.png 1572w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-04-680x269.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-04-768x304.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-04-1536x608.png 1536w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"An automated email from the Data Refresh Hub dated September 1 confirming 4 draft posts are ready for review, with links to WordPress drafts for top searches, top questions, trending topics, and most searched people.\" title=\"automated content creation 04\" width=\"1572\" height=\"622\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">In other words, the machine now does most of the boring work.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">This guide will show you how I built it and, more importantly, how you can apply the same process to the annoying content tasks you wish would disappear from your own to-do list.<\/p>\n<\/div>\n<h2 style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:48px;--commonDesktopLineHeight-1j2516b:48px;--commonTabletFontSize-1dxj9ik:40px;--commonTabletLineHeight-xwk9uj:40px;--commonMobileFontSize-1dqmuso:32px;--commonMobileLineHeight-17gz9lh:34px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:48px;--jaDesktopLineHeight-1h30gj1:48px;--jaTabletFontSize-1cs8g40:40px;--jaTabletLineHeight-rwumdp:40px;--jaMobileFontSize-3ilicb:32px;--jaMobileLineHeight-a733m1:34px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:48px;--koDesktopLineHeight-167f7ua:48px;--koTabletFontSize-wulysw:40px;--koTabletLineHeight-z06jhp:40px;--koMobileFontSize-hn8pa2:32px;--koMobileLineHeight-oto37y:34px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><span class=\"css-13o7eu2-scrollAnchor css-79elbk-scrollAnchor css-r0f3zd-scrollAnchor css-79elbk-hoverParent css-13o7eu2-hoverParent\" style=\"--scrollOffset-1sj9q7w:32px;--stickyBarHeight-4w6lkx:66px\" id=\"what-youll-need-to-follow-along\"><span class=\"css-vxcmzt-copyLink css-zcxndt-copyLink css-1hgawz4-copyLink css-ooq0i3-copyLink css-1lcrvwf-copyLink css-uiim69-copyLink css-lkic0s-copyLink css-fs89u1-copyLink css-46do2e-copyLink css-pqbsl6-copyLink css-ia79rd-copyLink css-1106rcj-copyLink css-ulmy1o-copyLink\" style=\"--gapToHeadingText-a2bqkm:8px\"><span class=\"css-6n7j50-tooltipInline css-uk6cul-tooltipInline\" style=\"\"><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"false\" data-hidden-tablet=\"false\" data-hidden-desktop=\"true\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:24px;--height-11x3kmq:24px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:12px;--desktopHeight-1bmr01w:12px;--tabletWidth-10tcxos:12px;--tabletHeight-ojkbl9:12px;--mobileWidth-16cnon:12px;--mobileHeight-vrwxay:12px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"true\" data-hidden-tablet=\"true\" data-hidden-desktop=\"false\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:32px;--height-11x3kmq:32px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:16px;--desktopHeight-1bmr01w:16px;--tabletWidth-10tcxos:16px;--tabletHeight-ojkbl9:16px;--mobileWidth-16cnon:16px;--mobileHeight-vrwxay:16px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><\/span><\/span>What you\u2019ll need to follow along<\/span><\/h2>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">If you want to build your own automation while reading this guide, you\u2019ll need a few things:<\/p>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li>One content job you already perform repeatedly, like my monthly updates of \u201ctop Google searches\u201d<\/li>\n<li>An example of a finished result you consider good, e.g., the data tables in \u201ctop Google searches\u201d<\/li>\n<li>Access to the information needed to produce it, e.g., Keywords Explorer<\/li>\n<li>Somewhere to send the finished draft, e.g., WordPress<\/li>\n<li>An AI agent or automation tool capable of connecting everything together, e.g., <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/letaido.com\/\" target=\"_blank\" rel=\"nofollow noopener\">Letaido<\/a><\/li>\n<\/ul>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Don\u2019t worry if you don\u2019t have all of these yet. Part of this guide is figuring them out.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">You will, however, need to decide which AI agent or automation platform you want to use.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">I chose <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/letaido.com\/\" target=\"_blank\" rel=\"nofollow noopener\">Letaido<\/a> because it had everything I needed in one place:<\/p>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li>Complete access to Ahrefs data<\/li>\n<li>Ability to switch between models (e.g., Opus 5.5, GPT-Sol 5.6, GPT-Sol 6)<\/li>\n<li>Workflows that could be shared with the rest of the team (if the automation was successful, then others in the team could potentially use it too)<\/li>\n<li>Complicated developer stuff like hosting and secrets handled for me<\/li>\n<li>Connectors to platforms like WordPress<\/li>\n<\/ul>\n<\/div>\n<div class=\"css-1gtanqs-image css-0-wideContent\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Letaido interface showing a chat prompt labeled &quot;Let's work on your content,&quot; four capability descriptions, and a right panel listing apps including Blog Freshness, Ahrefs, Blog Pipeline, and AI Visibility Dashboard.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-05.png 1916w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-05-497x425.png 497w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-05-768x657.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-05-1536x1315.png 1536w\" sizes=\"(min-width: 1280px) 840px, (min-width: 768px) 720px, min(840px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Letaido interface showing a chat prompt labeled &quot;Let's work on your content,&quot; four capability descriptions, and a right panel listing apps including Blog Freshness, Ahrefs, Blog Pipeline, and AI Visibility Dashboard.\" title=\"automated content creation 05\" width=\"1916\" height=\"1640\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Letaido available connectors panel listing 3,666 connectors and 3,545 actions, including platforms such as Semrush, Shopify, Slack, Stripe, WordPress, and Zoom, each showing caps and usage metrics.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-06.png 1408w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-06-364x425.png 364w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-06-768x896.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-06-1317x1536.png 1317w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Letaido available connectors panel listing 3,666 connectors and 3,545 actions, including platforms such as Semrush, Shopify, Slack, Stripe, WordPress, and Zoom, each showing caps and usage metrics.\" title=\"automated content creation 06\" width=\"1408\" height=\"1642\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">The last point was important for me because I didn\u2019t want to build an automation that did 90% of the work, only for me to spend the final 10% copying tables from one tool and pasting them into WordPress every month. Which defeats the purpose.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">You can, of course, use your favorite agent instead. Claude Code, Codex, or whatever else you prefer.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">You may just have to do some extra work connecting <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/ahrefs.com\/seo-mcp\">MCPs<\/a>, WordPress, databases, or whatever other systems your workflow depends on.<\/p>\n<\/div>\n<h2 style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:48px;--commonDesktopLineHeight-1j2516b:48px;--commonTabletFontSize-1dxj9ik:40px;--commonTabletLineHeight-xwk9uj:40px;--commonMobileFontSize-1dqmuso:32px;--commonMobileLineHeight-17gz9lh:34px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:48px;--jaDesktopLineHeight-1h30gj1:48px;--jaTabletFontSize-1cs8g40:40px;--jaTabletLineHeight-rwumdp:40px;--jaMobileFontSize-3ilicb:32px;--jaMobileLineHeight-a733m1:34px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:48px;--koDesktopLineHeight-167f7ua:48px;--koTabletFontSize-wulysw:40px;--koTabletLineHeight-z06jhp:40px;--koMobileFontSize-hn8pa2:32px;--koMobileLineHeight-oto37y:34px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><span class=\"css-13o7eu2-scrollAnchor css-79elbk-scrollAnchor css-r0f3zd-scrollAnchor css-79elbk-hoverParent css-13o7eu2-hoverParent\" style=\"--scrollOffset-1sj9q7w:32px;--stickyBarHeight-4w6lkx:66px\" id=\"1-choose-one-repeatable-content-job\"><span class=\"css-vxcmzt-copyLink css-zcxndt-copyLink css-1hgawz4-copyLink css-ooq0i3-copyLink css-1lcrvwf-copyLink css-uiim69-copyLink css-lkic0s-copyLink css-fs89u1-copyLink css-46do2e-copyLink css-pqbsl6-copyLink css-ia79rd-copyLink css-1106rcj-copyLink css-ulmy1o-copyLink\" style=\"--gapToHeadingText-a2bqkm:8px\"><span class=\"css-6n7j50-tooltipInline css-uk6cul-tooltipInline\" style=\"\"><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"false\" data-hidden-tablet=\"false\" data-hidden-desktop=\"true\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:24px;--height-11x3kmq:24px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:12px;--desktopHeight-1bmr01w:12px;--tabletWidth-10tcxos:12px;--tabletHeight-ojkbl9:12px;--mobileWidth-16cnon:12px;--mobileHeight-vrwxay:12px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 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7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"true\" data-hidden-tablet=\"true\" data-hidden-desktop=\"false\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:32px;--height-11x3kmq:32px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:16px;--desktopHeight-1bmr01w:16px;--tabletWidth-10tcxos:16px;--tabletHeight-ojkbl9:16px;--mobileWidth-16cnon:16px;--mobileHeight-vrwxay:16px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><\/span><\/span>1. Choose one repeatable content job<\/span><\/h2>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Don\u2019t start by asking: How can we use AI?<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">I think this is where a lot of companies go wrong. The question is so open-ended that you end up staring into an infinite universe of possibilities. And when there are infinite possibilities, people don\u2019t necessarily dream bigger.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Then they go back to whatever they were already doing. Instead, start with your biggest existing frustration.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><strong>What is something you already have to do that you wish you didn\u2019t?<\/strong><\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">If nothing immediately comes to mind, list the work that happens every week, month, quarter, or every time a piece of content gets produced.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Then look for tasks that are:<\/p>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li><strong>Repetitive<\/strong>, e.g., you have to do it every day, week, or month<\/li>\n<li><strong>Time-consuming<\/strong>, e.g., it takes more time than you expect each time<\/li>\n<li><strong>Governed by reasonably stable rules<\/strong>, e.g., keyword research, where the process is mostly the same no matter the industry<\/li>\n<li><strong>Valuable when done correctly<\/strong>, e.g., it has <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/ahrefs.com\/blog\/brew-framework\/\">business potential<\/a><\/li>\n<li><strong>Frequently delayed, rushed, or skipped<\/strong>, e.g., it takes more time than usual so you procrastinate<\/li>\n<\/ul>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">For me, one obvious candidate was updating our data-driven articles.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image css-0-wideContent\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Blue slide titled &quot;The Challenge&quot; listing five search data posts (Top Google Searches, Top Google Questions, Most Expensive Keywords, Most Searched People, Trending Topics) and seven &quot;Most cited domains&quot; posts covering ChatGPT, Gemini, AI Overviews, AI Mode, Perplexity, Copilot, and Grok.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-07.png 2048w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-07-680x332.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-07-768x375.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-07-1536x750.png 1536w\" sizes=\"(min-width: 1280px) 840px, (min-width: 768px) 720px, min(840px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Blue slide titled &quot;The Challenge&quot; listing five search data posts (Top Google Searches, Top Google Questions, Most Expensive Keywords, Most Searched People, Trending Topics) and seven &quot;Most cited domains&quot; posts covering ChatGPT, Gemini, AI Overviews, AI Mode, Perplexity, Copilot, and Grok.\" title=\"automated content creation 07\" width=\"2048\" height=\"1000\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">These articles were most useful when the numbers were current. They also tended to get the most search traffic when we updated them.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image css-0-wideContent\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Ahrefs Performance chart showing organic traffic from June 2015 to June 2023, with four orange arrows highlighting traffic spikes up to 34K that correspond to content update events over time.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-08.png 1974w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-08-680x260.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-08-768x294.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-08-1536x588.png 1536w\" sizes=\"(min-width: 1280px) 840px, (min-width: 768px) 720px, min(840px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Ahrefs Performance chart showing organic traffic from June 2015 to June 2023, with four orange arrows highlighting traffic spikes up to 34K that correspond to content update events over time.\" title=\"automated content creation 08\" width=\"1974\" height=\"756\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">But every refresh required me to:<\/p>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li>Pull new data from multiple places<\/li>\n<li>Remove irrelevant results<\/li>\n<li>Check the figures for mistakes<\/li>\n<li>Build new tables and charts<\/li>\n<li>Rewrite parts of the post if something important had changed<\/li>\n<li>Change titles or subheadings where necessary<\/li>\n<li>Update the publication date<\/li>\n<\/ul>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">If I had one article, this would have been fine. But the collection kept growing.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Eventually, updating everything monthly became unsustainable. So we compromised and moved to quarterly updates, even though monthly would have been better for readers.<\/p>\n<\/div>\n<h2 style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:48px;--commonDesktopLineHeight-1j2516b:48px;--commonTabletFontSize-1dxj9ik:40px;--commonTabletLineHeight-xwk9uj:40px;--commonMobileFontSize-1dqmuso:32px;--commonMobileLineHeight-17gz9lh:34px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:48px;--jaDesktopLineHeight-1h30gj1:48px;--jaTabletFontSize-1cs8g40:40px;--jaTabletLineHeight-rwumdp:40px;--jaMobileFontSize-3ilicb:32px;--jaMobileLineHeight-a733m1:34px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:48px;--koDesktopLineHeight-167f7ua:48px;--koTabletFontSize-wulysw:40px;--koTabletLineHeight-z06jhp:40px;--koMobileFontSize-hn8pa2:32px;--koMobileLineHeight-oto37y:34px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><span class=\"css-13o7eu2-scrollAnchor css-79elbk-scrollAnchor css-r0f3zd-scrollAnchor css-79elbk-hoverParent css-13o7eu2-hoverParent\" style=\"--scrollOffset-1sj9q7w:32px;--stickyBarHeight-4w6lkx:66px\" id=\"2-write-down-exactly-how-you-make-it\"><span class=\"css-vxcmzt-copyLink css-zcxndt-copyLink css-1hgawz4-copyLink css-ooq0i3-copyLink css-1lcrvwf-copyLink css-uiim69-copyLink css-lkic0s-copyLink css-fs89u1-copyLink css-46do2e-copyLink css-pqbsl6-copyLink css-ia79rd-copyLink css-1106rcj-copyLink css-ulmy1o-copyLink\" style=\"--gapToHeadingText-a2bqkm:8px\"><span class=\"css-6n7j50-tooltipInline css-uk6cul-tooltipInline\" style=\"\"><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"false\" data-hidden-tablet=\"false\" data-hidden-desktop=\"true\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:24px;--height-11x3kmq:24px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:12px;--desktopHeight-1bmr01w:12px;--tabletWidth-10tcxos:12px;--tabletHeight-ojkbl9:12px;--mobileWidth-16cnon:12px;--mobileHeight-vrwxay:12px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"true\" data-hidden-tablet=\"true\" data-hidden-desktop=\"false\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:32px;--height-11x3kmq:32px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:16px;--desktopHeight-1bmr01w:16px;--tabletWidth-10tcxos:16px;--tabletHeight-ojkbl9:16px;--mobileWidth-16cnon:16px;--mobileHeight-vrwxay:16px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><\/span><\/span>2. Write down exactly how you make it<\/span><\/h2>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">An agent cannot reliably automate a process that nobody can explain.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">This sounds obvious. It isn&#8217;t. Most of us do repeat tasks on autopilot, and autopilot is terrible at explaining itself.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">So before you build anything, reconstruct how you actually do the job. I don&#8217;t mean how you think you do it, or how it&#8217;s written in an SOP nobody has opened in years. I mean how you really do it, including the shortcuts.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Record every meaningful action. That includes the small things and the corrections that are easy to forget.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Here&#8217;s roughly what my process for updating Top Google Searches looked like once I wrote it all down:<\/p>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li>Go to <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/ahrefs.com\/keywords-explorer\">Keywords Explorer<\/a> and do an empty search with the country filter set to the U.S.<\/li>\n<li>Download the CSV for the top 200 keywords<\/li>\n<li>Open the CSV, check the list, and remove anything that doesn\u2019t seem right (e.g., NSFW queries)<\/li>\n<li>Spot-check the top results against last month&#8217;s to catch anything that looks off<\/li>\n<li>Round all numbers up to the nearest 10,000.<\/li>\n<li>Copy-paste the data into TablePress, the plugin that hosts all our tables<\/li>\n<li>Make sure nothing went awry<\/li>\n<li>Go to an internal tool and pull the queries for top global Google searches<\/li>\n<li>Rinse and repeat the above process for these set of keywords<\/li>\n<li>Check whether the changes are big enough to warrant rewriting the intro or subheadings<\/li>\n<li>Make sure all images in the blog post are up-to-date<\/li>\n<li>Update the &#8220;last updated&#8221; date<\/li>\n<\/ul>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">As you can see, there are a lot of little decisions here and there that you likely won\u2019t remember off the top of your head because it comes so naturally to you. Writing them down is how you find them.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">A pro tip I can give you is to ask the agent to interview you.<\/p>\n<\/div>\n<pre class=\"css-1e0uqmg-codeBlock css-ayshjd-codeBlock css-1ojwqei-codeBlock css-1kxrhf3-codeBlock css-542wex-codeBlock css-ugafes-codeBlock css-srx2oj-codeBlock css-1e90bom-codeBlock css-1130ev3-codeBlock css-1w2m0q2-codeBlock css-1ek8oqb-codeBlock css-3kqszp-codeBlock css-qx4ok8-codeBlock css-1n0q435-codeBlock css-19n5vrr-codeBlock css-14j0x3s-codeBlock css-1lslo0s-codeBlock css-4eclbn-codeBlock css-hm3xk-codeBlock css-1kv2e4n-codeBlock css-iv7gf6-codeBlock css-gad2eg-codeBlock css-1vtws89-codeBlock css-dc3qj4-codeBlock css-4e1lbo-codeBlock css-ud462m-codeBlock css-7nxod0-codeBlock css-1ewcdat-codeBlock css-1nq9k60-codeBlock css-1vs3toh-codeBlock css-cf8gvb-codeBlock css-14lv1j6-codeBlock css-1xfj5eg-codeBlock css-1j348zu-codeBlock css-1hzalq1-codeBlock css-q6cl93-codeBlock css-391qwp-codeBlock css-e1hl6d-codeBlock css-1dbsb7i-codeBlock css-1mvxft3-codeBlock css-wllqyh-codeBlock\" style=\"--px16-9em0vf:16px;--px24-n5eeb1:24px;--whiteSecondary-4epti3:#F4F5F6;--primary-2a9mis:#000000;--px8-ka74gv:8px;--mono-higi3c:monospace;--px16-1w941li:16px;--px24-ni4twx:24px;--link-1t9nh2t:#3A57FC;--accentSecondary-1lyja7y:#FF7524\"><code>I want to automate [task]. Interview me about how I currently do it, one question at a time. Whenever my answer is vague or I say \"usually,\" \"it depends,\" or \"I just know,\" ask a follow-up question. At the end, write up the full process as a step-by-step checklist, including every rule and exception I mentioned.<\/code><\/pre>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">You\u2019ll probably discover you have a lot more unwritten rules than you thought.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Once you have that checklist, don\u2019t leave it sitting in a doc. Turn it into a skill file: a saved set of instructions your agent follows every time it runs the job, so you write the process down once and never have to re-explain it. I\u2019ve covered how to build one in <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/ahrefs.com\/blog\/claude-skills\/\">our guide to Claude Skills<\/a>.<\/p>\n<\/div>\n<h2 style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:48px;--commonDesktopLineHeight-1j2516b:48px;--commonTabletFontSize-1dxj9ik:40px;--commonTabletLineHeight-xwk9uj:40px;--commonMobileFontSize-1dqmuso:32px;--commonMobileLineHeight-17gz9lh:34px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:48px;--jaDesktopLineHeight-1h30gj1:48px;--jaTabletFontSize-1cs8g40:40px;--jaTabletLineHeight-rwumdp:40px;--jaMobileFontSize-3ilicb:32px;--jaMobileLineHeight-a733m1:34px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:48px;--koDesktopLineHeight-167f7ua:48px;--koTabletFontSize-wulysw:40px;--koTabletLineHeight-z06jhp:40px;--koMobileFontSize-hn8pa2:32px;--koMobileLineHeight-oto37y:34px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><span class=\"css-13o7eu2-scrollAnchor css-79elbk-scrollAnchor css-r0f3zd-scrollAnchor css-79elbk-hoverParent css-13o7eu2-hoverParent\" style=\"--scrollOffset-1sj9q7w:32px;--stickyBarHeight-4w6lkx:66px\" id=\"3-give-the-system-the-information-it-needs\"><span class=\"css-vxcmzt-copyLink css-zcxndt-copyLink css-1hgawz4-copyLink css-ooq0i3-copyLink css-1lcrvwf-copyLink css-uiim69-copyLink css-lkic0s-copyLink css-fs89u1-copyLink css-46do2e-copyLink css-pqbsl6-copyLink css-ia79rd-copyLink css-1106rcj-copyLink css-ulmy1o-copyLink\" style=\"--gapToHeadingText-a2bqkm:8px\"><span class=\"css-6n7j50-tooltipInline css-uk6cul-tooltipInline\" style=\"\"><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"false\" data-hidden-tablet=\"false\" data-hidden-desktop=\"true\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:24px;--height-11x3kmq:24px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:12px;--desktopHeight-1bmr01w:12px;--tabletWidth-10tcxos:12px;--tabletHeight-ojkbl9:12px;--mobileWidth-16cnon:12px;--mobileHeight-vrwxay:12px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 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0.15);--width-w3ugxa:32px;--height-11x3kmq:32px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:16px;--desktopHeight-1bmr01w:16px;--tabletWidth-10tcxos:16px;--tabletHeight-ojkbl9:16px;--mobileWidth-16cnon:16px;--mobileHeight-vrwxay:16px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><\/span><\/span>3. Give the system the information it needs<\/span><\/h2>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">I wouldn\u2019t rely on an LLM\u2019s memory or generic web search for information that matters to your workflow.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">LLMs are known to make up numbers and web search tends to pull from whatever it finds. That could be a listicle from five years ago or even AI slop. Hardly worth trusting.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">You want to tell the LLM which sources it should use. Then connect those sources to it, whether through an MCP, an API, or uploaded files.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Depending on what you\u2019re creating, that might include:<\/p>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li><strong>First-party data<\/strong>, e.g., data generated by your company or from your products<\/li>\n<li><strong>APIs<\/strong>, e.g., connections to other tools or data sources you use<\/li>\n<li><strong>Product documentation<\/strong>, e.g., your internal product documentation or help centre<\/li>\n<li><strong>Customer interviews<\/strong><\/li>\n<li><strong>Approved research<\/strong>, e.g., your company only cites or quotes from reputable sources or academic journals<\/li>\n<li><strong>Existing articles<\/strong>, e.g., your blog or YouTube channel<\/li>\n<li><strong>Search data<\/strong>, e.g., data from Ahrefs<\/li>\n<li><strong>Editorial guidelines<\/strong><\/li>\n<\/ul>\n<\/div>\n<div class=\"css-0-recommendation\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:24px;--r-zo23ai:24px;--b-1nl6rhj:32px;--l-1vs7g4c:24px;--t-1iu47sz:24px;--r-uuo27m:24px;--b-1w9wo1k:32px;--l-189ev0i:24px;--t-4dhen1:24px;--r-owubzf:24px;--b-10wcjbv:32px;--l-14x3jlp:24px\">\n<div class=\"css-lgj0h8-container css-19m61fo-container css-1xdtxco-stack css-2o4qcf-stack css-1p6brg8-stackGridRows css-1gkqny0-stackGridDirection css-stydb2-stackJustifyContent css-1x2eit8-stackAlignContent\" style=\"--gapDesktop-ry71n2:24px;--gapTablet-oc2ewx:24px;--gapMobile-11dbs0s:16px;--gridRows-ntdmil:auto;--directionDesktop-1d1xm6y:row;--directionTablet-12pdsr3:row;--directionMobile-2fl0zc:row;--justifyContentDesktop-zzniix:initial;--justifyContentTablet-18yw0qd:initial;--justifyContentMobile-uj3hc:initial;--alignContentDesktop-v4tyqs:initial;--alignContentTablet-al4c9h:initial;--alignContentMobile-10dtb5f:initial\">\n<div class=\"css-lgj0h8-container css-19m61fo-container css-1xdtxco-stack css-2o4qcf-stack css-1p6brg8-stackGridRows css-1gkqny0-stackGridDirection css-stydb2-stackJustifyContent css-1x2eit8-stackAlignContent\" style=\"--gapDesktop-ry71n2:12px;--gapTablet-oc2ewx:12px;--gapMobile-11dbs0s:12px;--gridRows-ntdmil:auto;--directionDesktop-1d1xm6y:row;--directionTablet-12pdsr3:row;--directionMobile-2fl0zc:row;--justifyContentDesktop-zzniix:initial;--justifyContentTablet-18yw0qd:initial;--justifyContentMobile-uj3hc:initial;--alignContentDesktop-v4tyqs:initial;--alignContentTablet-al4c9h:initial;--alignContentMobile-10dtb5f:initial\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:24px;--commonDesktopLineHeight-1j2516b:26px;--commonTabletFontSize-1dxj9ik:24px;--commonTabletLineHeight-xwk9uj:26px;--commonMobileFontSize-1dqmuso:20px;--commonMobileLineHeight-17gz9lh:22px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:24px;--jaDesktopLineHeight-1h30gj1:26px;--jaTabletFontSize-1cs8g40:24px;--jaTabletLineHeight-rwumdp:26px;--jaMobileFontSize-3ilicb:20px;--jaMobileLineHeight-a733m1:22px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:24px;--koDesktopLineHeight-167f7ua:26px;--koTabletFontSize-wulysw:24px;--koTabletLineHeight-z06jhp:26px;--koMobileFontSize-hn8pa2:20px;--koMobileLineHeight-oto37y:22px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Connect your agent to Ahrefs with the Ahrefs MCP<\/p>\n<hr class=\"css-7n9tpc-separator css-rixdlu-separator css-8r8ttr-separator css-1i6sgld-separator css-b217wy-separatorWidth\" style=\"--size-bryafc:1px;--bgColor-1i6elqa:#F4F5F6;--size-y0i43q:1px;--lineColor-owfboc:rgba(0, 0, 0, 0.1);--horizontaPaddingDesktop-t1rbd5:0;--widthDesktop-187du7s:initial;--horizontalMarginDesktop-5e5a5s:0;--horizontaPaddingTablet-1rcfyx7:0;--widthTablet-1n9zxv5:initial;--horizontalMarginTablet-eawewt:0;--horizontaPaddingMobile-15wtse:0;--widthMobile-pgca1w:initial;--horizontalMarginMobile-wtl9s1:0\"\/><\/div>\n<div style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">If your workflow runs on search data, the <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/ahrefs.com\/seo-mcp\">Ahrefs MCP server<\/a> lets Claude, ChatGPT, Copilot, and other AI tools pull live data straight from your Ahrefs account. It\u2019s hosted by Ahrefs, so there\u2019s nothing to install.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Connect your account and your agent can query Keywords Explorer, Site Explorer, and more from the chat.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">For my Data Refresh Hub, different articles require different sources. Here\u2019s where everything came from:<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Data Sources table listing six post types, their Ahrefs API methods such as ke_ideas, sort orders by volume or CPC, country scope of US or Global, and special handling notes including NSFW filters and LLM review.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-09.png 1412w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-09-450x425.png 450w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-09-768x726.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Data Sources table listing six post types, their Ahrefs API methods such as ke_ideas, sort orders by volume or CPC, country scope of US or Global, and special handling notes including NSFW filters and LLM review.\" title=\"automated content creation 09\" width=\"1412\" height=\"1334\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">The rule of thumb: the LLM&#8217;s job is to process the data, not to be the data.<\/p>\n<\/div>\n<h2 style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:48px;--commonDesktopLineHeight-1j2516b:48px;--commonTabletFontSize-1dxj9ik:40px;--commonTabletLineHeight-xwk9uj:40px;--commonMobileFontSize-1dqmuso:32px;--commonMobileLineHeight-17gz9lh:34px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:48px;--jaDesktopLineHeight-1h30gj1:48px;--jaTabletFontSize-1cs8g40:40px;--jaTabletLineHeight-rwumdp:40px;--jaMobileFontSize-3ilicb:32px;--jaMobileLineHeight-a733m1:34px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:48px;--koDesktopLineHeight-167f7ua:48px;--koTabletFontSize-wulysw:40px;--koTabletLineHeight-z06jhp:40px;--koMobileFontSize-hn8pa2:32px;--koMobileLineHeight-oto37y:34px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><span class=\"css-13o7eu2-scrollAnchor css-79elbk-scrollAnchor css-r0f3zd-scrollAnchor css-79elbk-hoverParent css-13o7eu2-hoverParent\" style=\"--scrollOffset-1sj9q7w:32px;--stickyBarHeight-4w6lkx:66px\" id=\"4-show-it-what-good-and-bad-look-like\"><span class=\"css-vxcmzt-copyLink css-zcxndt-copyLink css-1hgawz4-copyLink css-ooq0i3-copyLink css-1lcrvwf-copyLink css-uiim69-copyLink css-lkic0s-copyLink css-fs89u1-copyLink css-46do2e-copyLink css-pqbsl6-copyLink css-ia79rd-copyLink css-1106rcj-copyLink css-ulmy1o-copyLink\" style=\"--gapToHeadingText-a2bqkm:8px\"><span class=\"css-6n7j50-tooltipInline css-uk6cul-tooltipInline\" style=\"\"><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"false\" data-hidden-tablet=\"false\" data-hidden-desktop=\"true\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:24px;--height-11x3kmq:24px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:12px;--desktopHeight-1bmr01w:12px;--tabletWidth-10tcxos:12px;--tabletHeight-ojkbl9:12px;--mobileWidth-16cnon:12px;--mobileHeight-vrwxay:12px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"true\" data-hidden-tablet=\"true\" data-hidden-desktop=\"false\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:32px;--height-11x3kmq:32px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:16px;--desktopHeight-1bmr01w:16px;--tabletWidth-10tcxos:16px;--tabletHeight-ojkbl9:16px;--mobileWidth-16cnon:16px;--mobileHeight-vrwxay:16px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><\/span><\/span>4. Show it what good and bad look like<\/span><\/h2>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Instructions are useful. Examples are better.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">If your workflow involves judgment calls, give the system examples of:<\/p>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li>Things you would accept<\/li>\n<li>Things you would reject<\/li>\n<li>Why you made each decision<\/li>\n<li>Ambiguous cases that should go to a human<\/li>\n<\/ul>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Your goal is to turn recurring editorial decisions into explicit rules.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">For example, Top Google Questions is supposed to be a list of, well, questions. The simplest rule would be &#8220;keep anything that starts with who, what, where, when, why, or how.&#8221;<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Sounds simple. Except lots of queries start with a question word and aren&#8217;t questions at all:<\/p>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li><strong>How to Train Your Dragon:<\/strong> a movie<\/li>\n<li><strong>How I Met Your Mother:<\/strong> a TV series<\/li>\n<li><strong>Would you rather questions:<\/strong> a <em>category<\/em> of questions, not a question<\/li>\n<\/ul>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Sometimes the LLM won&#8217;t catch these right away. It sees &#8220;how&#8221; at the start and a sensible-looking phrase after it. A human (me) needs to tell it explicitly why these shouldn&#8217;t be accepted.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Fortunately for me, Letaido was capable enough to spot it:<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Letaido chat showing the AI flagging movie and drama titles like &quot;How to Train Your Dragon&quot; and &quot;Doctor Who&quot; in a question dataset, then proposing to add an LLM review step to automatically detect and filter out media titles.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-10.png 1470w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-10-680x406.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-10-768x459.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Letaido chat showing the AI flagging movie and drama titles like &quot;How to Train Your Dragon&quot; and &quot;Doctor Who&quot; in a question dataset, then proposing to add an LLM review step to automatically detect and filter out media titles.\" title=\"automated content creation 10\" width=\"1470\" height=\"878\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">This is where the reasons matter. If I only say &#8220;reject How to Train Your Dragon,&#8221; the model learns one exception. If I say &#8220;reject titles of movies, TV shows, books, and songs, even when they&#8217;re phrased as questions,&#8221; it learns a rule. Now it can also catch something like How to Lose a Guy in 10 Days without me ever mentioning it.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Most Searched People had a different problem.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">This one was harder, because we don&#8217;t have that data in Ahrefs. There&#8217;s no ready-made list of &#8220;people&#8221; to pull from. So I needed the LLM to analyze the data we do have and pull out the entities that belong to a person.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">That&#8217;s harder than it sounds. Is &#8220;Jordan&#8221; a basketball player, a country, or a pair of sneakers? Should &#8220;Taylor Swift tickets&#8221; count toward Taylor Swift?<\/p>\n<\/div>\n<div class=\"css-0-wideContent css-0-recommendation\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:24px;--r-zo23ai:24px;--b-1nl6rhj:32px;--l-1vs7g4c:24px;--t-1iu47sz:24px;--r-uuo27m:24px;--b-1w9wo1k:32px;--l-189ev0i:24px;--t-4dhen1:24px;--r-owubzf:24px;--b-10wcjbv:32px;--l-14x3jlp:24px\">\n<div class=\"css-lgj0h8-container css-19m61fo-container css-1xdtxco-stack css-2o4qcf-stack css-1p6brg8-stackGridRows css-1gkqny0-stackGridDirection css-stydb2-stackJustifyContent css-1x2eit8-stackAlignContent\" style=\"--gapDesktop-ry71n2:24px;--gapTablet-oc2ewx:24px;--gapMobile-11dbs0s:16px;--gridRows-ntdmil:auto;--directionDesktop-1d1xm6y:row;--directionTablet-12pdsr3:row;--directionMobile-2fl0zc:row;--justifyContentDesktop-zzniix:initial;--justifyContentTablet-18yw0qd:initial;--justifyContentMobile-uj3hc:initial;--alignContentDesktop-v4tyqs:initial;--alignContentTablet-al4c9h:initial;--alignContentMobile-10dtb5f:initial\">\n<div class=\"css-lgj0h8-container css-19m61fo-container css-1xdtxco-stack css-2o4qcf-stack css-1p6brg8-stackGridRows css-1gkqny0-stackGridDirection css-stydb2-stackJustifyContent css-1x2eit8-stackAlignContent\" style=\"--gapDesktop-ry71n2:12px;--gapTablet-oc2ewx:12px;--gapMobile-11dbs0s:12px;--gridRows-ntdmil:auto;--directionDesktop-1d1xm6y:row;--directionTablet-12pdsr3:row;--directionMobile-2fl0zc:row;--justifyContentDesktop-zzniix:initial;--justifyContentTablet-18yw0qd:initial;--justifyContentMobile-uj3hc:initial;--alignContentDesktop-v4tyqs:initial;--alignContentTablet-al4c9h:initial;--alignContentMobile-10dtb5f:initial\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:24px;--commonDesktopLineHeight-1j2516b:26px;--commonTabletFontSize-1dxj9ik:24px;--commonTabletLineHeight-xwk9uj:26px;--commonMobileFontSize-1dqmuso:20px;--commonMobileLineHeight-17gz9lh:22px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:24px;--jaDesktopLineHeight-1h30gj1:26px;--jaTabletFontSize-1cs8g40:24px;--jaTabletLineHeight-rwumdp:26px;--jaMobileFontSize-3ilicb:20px;--jaMobileLineHeight-a733m1:22px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:24px;--koDesktopLineHeight-167f7ua:26px;--koTabletFontSize-wulysw:24px;--koTabletLineHeight-z06jhp:26px;--koMobileFontSize-hn8pa2:20px;--koMobileLineHeight-oto37y:22px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Use Ahrefs\u2019 entity filters for ambiguous names<\/p>\n<hr class=\"css-7n9tpc-separator css-rixdlu-separator css-8r8ttr-separator css-1i6sgld-separator css-b217wy-separatorWidth\" style=\"--size-bryafc:1px;--bgColor-1i6elqa:#F4F5F6;--size-y0i43q:1px;--lineColor-owfboc:rgba(0, 0, 0, 0.1);--horizontaPaddingDesktop-t1rbd5:0;--widthDesktop-187du7s:initial;--horizontalMarginDesktop-5e5a5s:0;--horizontaPaddingTablet-1rcfyx7:0;--widthTablet-1n9zxv5:initial;--horizontalMarginTablet-eawewt:0;--horizontaPaddingMobile-15wtse:0;--widthMobile-pgca1w:initial;--horizontalMarginMobile-wtl9s1:0\"\/><\/div>\n<div style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Telling a person apart from a product or a place is exactly what our entity filters are built for. In <a class=\"css-4g6ai3-link css-17esnuy-link\" style=\"--color-czybvw:#3A57FC;--hoverColor-1eveqlc:#F75A03\" href=\"https:\/\/ahrefs.com\/brand-radar\">Brand Radar<\/a>, you can match a brand as an entity instead of plain text, so \u201cApple\u201d the company isn\u2019t lumped in with apples the fruit.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Each term can be set to Entity is, Entity contains, or Text, with optional Company or Product filters.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Ahrefs Brand Radar UI showing a &quot;Match as&quot; dropdown for the term &quot;Apple&quot; with options Entity is, Entity contains, and Text, plus Category filters for Any, Company, Product, and Person with entity counts.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-11.png 1266w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-11-680x414.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-11-768x467.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Ahrefs Brand Radar UI showing a &quot;Match as&quot; dropdown for the term &quot;Apple&quot; with options Entity is, Entity contains, and Text, plus Category filters for Any, Company, Product, and Person with entity counts.\" title=\"automated content creation 11\" width=\"1266\" height=\"770\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">I decided in the end that only name searches should count.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Letaido chat output listing four numbered improvements to a people-name filtering system, covering a better LLM prompt, scanning 5,000 candidates to find 662 people, deduplication, and query-style filtering.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-12.png 1342w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-12-595x425.png 595w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-12-768x548.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Letaido chat output listing four numbered improvements to a people-name filtering system, covering a better LLM prompt, scanning 5,000 candidates to find 662 people, deduplication, and query-style filtering.\" title=\"automated content creation 12\" width=\"1342\" height=\"958\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Finally, whatever you do, make the system keep what it rejected, not just what it accepted, along with the reason.<\/p>\n<\/div>\n<div class=\"css-0-wideContent css-0-caption\" style=\"\">\n<div class=\"css-lgj0h8-container css-19m61fo-container css-1xdtxco-stack css-2o4qcf-stack css-1p6brg8-stackGridRows css-1gkqny0-stackGridDirection css-stydb2-stackJustifyContent css-1x2eit8-stackAlignContent\" style=\"--gapDesktop-ry71n2:8px;--gapTablet-oc2ewx:8px;--gapMobile-11dbs0s:8px;--gridRows-ntdmil:auto;--directionDesktop-1d1xm6y:row;--directionTablet-12pdsr3:row;--directionMobile-2fl0zc:row;--justifyContentDesktop-zzniix:initial;--justifyContentTablet-18yw0qd:initial;--justifyContentMobile-uj3hc:initial;--alignContentDesktop-v4tyqs:initial;--alignContentTablet-al4c9h:initial;--alignContentMobile-10dtb5f:initial\">\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Letaido dashboard showing &quot;Most Asked Questions on Google (US)&quot; with a Removed Keywords section listing 1 NSFW term, 8 bare question words, and 21 false positives highlighted in orange, including genuine queries wrongly rejected.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-13.png 1372w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-13-594x425.png 594w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-13-768x550.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Letaido dashboard showing &quot;Most Asked Questions on Google (US)&quot; with a Removed Keywords section listing 1 NSFW term, 8 bare question words, and 21 false positives highlighted in orange, including genuine queries wrongly rejected.\" title=\"automated content creation 13\" width=\"1372\" height=\"982\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<p> You can see here that the system has already wrongly rejected certain queries that are real questions. That&#8217;s the process working. So I can now go in and make sure the LLM doesn&#8217;t do this again.<\/p>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">That rejected list is your early warning system. If a genuine question ever ends up in there, you&#8217;ll spot it in seconds and fix the rule. If you only see the final output, you&#8217;ll never know what went missing.<\/p>\n<\/div>\n<h2 style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:48px;--commonDesktopLineHeight-1j2516b:48px;--commonTabletFontSize-1dxj9ik:40px;--commonTabletLineHeight-xwk9uj:40px;--commonMobileFontSize-1dqmuso:32px;--commonMobileLineHeight-17gz9lh:34px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:48px;--jaDesktopLineHeight-1h30gj1:48px;--jaTabletFontSize-1cs8g40:40px;--jaTabletLineHeight-rwumdp:40px;--jaMobileFontSize-3ilicb:32px;--jaMobileLineHeight-a733m1:34px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:48px;--koDesktopLineHeight-167f7ua:48px;--koTabletFontSize-wulysw:40px;--koTabletLineHeight-z06jhp:40px;--koMobileFontSize-hn8pa2:32px;--koMobileLineHeight-oto37y:34px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><span class=\"css-13o7eu2-scrollAnchor css-79elbk-scrollAnchor css-r0f3zd-scrollAnchor css-79elbk-hoverParent css-13o7eu2-hoverParent\" style=\"--scrollOffset-1sj9q7w:32px;--stickyBarHeight-4w6lkx:66px\" id=\"5-make-one-piece-from-start-to-finish\"><span class=\"css-vxcmzt-copyLink css-zcxndt-copyLink css-1hgawz4-copyLink css-ooq0i3-copyLink css-1lcrvwf-copyLink css-uiim69-copyLink css-lkic0s-copyLink css-fs89u1-copyLink css-46do2e-copyLink css-pqbsl6-copyLink css-ia79rd-copyLink css-1106rcj-copyLink css-ulmy1o-copyLink\" style=\"--gapToHeadingText-a2bqkm:8px\"><span class=\"css-6n7j50-tooltipInline css-uk6cul-tooltipInline\" style=\"\"><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"false\" data-hidden-tablet=\"false\" data-hidden-desktop=\"true\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:24px;--height-11x3kmq:24px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:12px;--desktopHeight-1bmr01w:12px;--tabletWidth-10tcxos:12px;--tabletHeight-ojkbl9:12px;--mobileWidth-16cnon:12px;--mobileHeight-vrwxay:12px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"true\" data-hidden-tablet=\"true\" data-hidden-desktop=\"false\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:32px;--height-11x3kmq:32px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:16px;--desktopHeight-1bmr01w:16px;--tabletWidth-10tcxos:16px;--tabletHeight-ojkbl9:16px;--mobileWidth-16cnon:16px;--mobileHeight-vrwxay:16px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><\/span><\/span>5. Make one piece from start to finish<\/span><\/h2>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">At this point, it\u2019s tempting to automate everything. Don\u2019t.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Always start with one thing first.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">For example, I made sure the automation worked perfectly for Top Google Searches before I even thought about expanding it to everything else.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">It&#8217;s tempting to go big. You&#8217;ve done all this prep, the agent seems smart, why not point it at all 12 datasets at once?<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">There\u2019s a very practical reason for this: You want to catch all its mistakes before anything goes live. And it&#8217;s a lot easier to catch mistakes in one output than in 12. If all 12 are wrong, you don&#8217;t even know where to start looking.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Starting small also lets you gradually define what the system is and isn\u2019t allowed to change.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">For example, I originally only wanted the tables changed.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Blog article table titled &quot;Top 100 Google searches in the U.S.&quot; showing ranked keywords and search volumes, with chatgpt at number one (94,610,000), followed by youtube, amazon, gmail, wordle, facebook, and google.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-14.png 1370w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-14-514x425.png 514w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-14-768x635.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Blog article table titled &quot;Top 100 Google searches in the U.S.&quot; showing ranked keywords and search volumes, with chatgpt at number one (94,610,000), followed by youtube, amazon, gmail, wordle, facebook, and google.\" title=\"automated content creation 14\" width=\"1370\" height=\"1132\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Nothing else. Because I was afraid that if I asked the agent to improve the article, it\u2019ll make a mess. Em dashes, AI-isms, and the like.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Once I was satisfied with what it did (and not immediately, over the course of 2-3 months), I then started to allow it to make bigger changes.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">For example, the first line in this intro is now \u201cprogrammatic\u201d, in the sense that it\u2019ll change according to what the top searches are in the table.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Ahrefs blog post header for &quot;Top Google Searches (September 2026)&quot; showing author byline, a September 1, 2026 update date, 9.7K organic traffic, 366 linking websites, and a programmatically generated intro sentence naming the top searched terms.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-15.png 934w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-15-347x425.png 347w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-15-768x941.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Ahrefs blog post header for &quot;Top Google Searches (September 2026)&quot; showing author byline, a September 1, 2026 update date, 9.7K organic traffic, 366 linking websites, and a programmatically generated intro sentence naming the top searched terms.\" title=\"automated content creation 15\" width=\"934\" height=\"1144\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Another example: This image also generates each time the table is updated (across all the different posts for the different platforms):<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Auto-generated horizontal bar chart titled &quot;ChatGPT Top 10 mention share&quot; showing reddit.com leading at 16.8%, followed by wikipedia.org at 7.0% and eight other domains ranging from 2.3% to 3.7%, sourced from Ahrefs Brand Radar for September 2026.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-16.png 944w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-16-353x425.png 353w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-16-768x924.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Auto-generated horizontal bar chart titled &quot;ChatGPT Top 10 mention share&quot; showing reddit.com leading at 16.8%, followed by wikipedia.org at 7.0% and eight other domains ranging from 2.3% to 3.7%, sourced from Ahrefs Brand Radar for September 2026.\" title=\"automated content creation 16\" width=\"944\" height=\"1136\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">I\u2019ve started playing around with how to improve the tables to have more interesting data and also help the reader:<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: A ranked search trends table showing keywords like &quot;world cup&quot; and &quot;charlie kirk&quot; labeled NEW, with an orange box highlighting the rank change column, and monthly search volumes ranging from 10,830,000 to 13,960,000.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-17.png 1194w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-17-534x425.png 534w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-17-768x611.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"A ranked search trends table showing keywords like &quot;world cup&quot; and &quot;charlie kirk&quot; labeled NEW, with an orange box highlighting the rank change column, and monthly search volumes ranging from 10,830,000 to 13,960,000.\" title=\"automated content creation 17\" width=\"1194\" height=\"950\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">I also recommend generating an output at every major stage of the workflow.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">This setup has saved me more times than I can count. If there&#8217;s a mistake, I don&#8217;t have to restart the whole thing from the top. I check each output, find the stage where things went wrong, fix it, and rerun from there.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Ideally, it should also keep all the data it has changed or updated over time. Mine does. That means I&#8217;m building a historical dataset every month. In the future, I can use it to make charts and sparklines that show how searches change over time. That&#8217;s content nobody else can make, because nobody else has the data.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Finally, the one rule for myself: I never let AI publish automatically for me.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">However good the automation gets, we need a human in the loop to keep an eye on things, just in case anything goes wrong. And eventually, something always does.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">More than that, someone needs to be responsible for what goes live.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">I think of it like being the head chef at a world-class restaurant.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">The head chef may not personally cook every single dish anymore. They have sous chefs, line cooks, pastry chefs, and an entire team doing the work.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">But everything that leaves the kitchen goes out under their name. If a customer gets a bad plate, it&#8217;s the head chef&#8217;s reputation on the line. So they check every dish before it&#8217;s served.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Your automation is your kitchen. <strong>You&#8217;re the head chef now.<\/strong> Nothing should leave without your sign-off.<\/p>\n<\/div>\n<h2 style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:48px;--commonDesktopLineHeight-1j2516b:48px;--commonTabletFontSize-1dxj9ik:40px;--commonTabletLineHeight-xwk9uj:40px;--commonMobileFontSize-1dqmuso:32px;--commonMobileLineHeight-17gz9lh:34px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:48px;--jaDesktopLineHeight-1h30gj1:48px;--jaTabletFontSize-1cs8g40:40px;--jaTabletLineHeight-rwumdp:40px;--jaMobileFontSize-3ilicb:32px;--jaMobileLineHeight-a733m1:34px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:48px;--koDesktopLineHeight-167f7ua:48px;--koTabletFontSize-wulysw:40px;--koTabletLineHeight-z06jhp:40px;--koMobileFontSize-hn8pa2:32px;--koMobileLineHeight-oto37y:34px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><span class=\"css-13o7eu2-scrollAnchor css-79elbk-scrollAnchor css-r0f3zd-scrollAnchor css-79elbk-hoverParent css-13o7eu2-hoverParent\" style=\"--scrollOffset-1sj9q7w:32px;--stickyBarHeight-4w6lkx:66px\" id=\"6-run-it-for-real-then-put-it-on-a-schedule\"><span class=\"css-vxcmzt-copyLink css-zcxndt-copyLink css-1hgawz4-copyLink css-ooq0i3-copyLink css-1lcrvwf-copyLink css-uiim69-copyLink css-lkic0s-copyLink css-fs89u1-copyLink css-46do2e-copyLink css-pqbsl6-copyLink css-ia79rd-copyLink css-1106rcj-copyLink css-ulmy1o-copyLink\" style=\"--gapToHeadingText-a2bqkm:8px\"><span class=\"css-6n7j50-tooltipInline css-uk6cul-tooltipInline\" style=\"\"><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"false\" data-hidden-tablet=\"false\" data-hidden-desktop=\"true\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:24px;--height-11x3kmq:24px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:12px;--desktopHeight-1bmr01w:12px;--tabletWidth-10tcxos:12px;--tabletHeight-ojkbl9:12px;--mobileWidth-16cnon:12px;--mobileHeight-vrwxay:12px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"true\" data-hidden-tablet=\"true\" data-hidden-desktop=\"false\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:32px;--height-11x3kmq:32px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:16px;--desktopHeight-1bmr01w:16px;--tabletWidth-10tcxos:16px;--tabletHeight-ojkbl9:16px;--mobileWidth-16cnon:16px;--mobileHeight-vrwxay:16px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><\/span><\/span>6. Run it for real, then put it on a schedule<\/span><\/h2>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Once your one piece works in testing, run the whole thing for real, from start to finish, exactly as it would run on its own.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Then compare the output with your human-made version, side by side. Here&#8217;s what I&#8217;d check:<\/p>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li><strong>Numbers:<\/strong> Spot-check a handful against the source. Are they correct?<\/li>\n<li><strong>Rejections:<\/strong> Scan the rejected list. Did anything good get thrown out?<\/li>\n<li><strong>Formatting:<\/strong> Does it match the rest of the article and your house style?<\/li>\n<li><strong>Rewritten text:<\/strong> If it touched the intro or headings, does it still sound like you?<\/li>\n<li><strong>Links, dates, and small stuff:<\/strong> The things readers notice immediately when they&#8217;re wrong.<\/li>\n<\/ul>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Keep this question in mind: Would I have published this if I&#8217;d made it myself?<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Letaido chat showing a user flagging inaccurate keyword data, with the AI reasoning through the problem, running 8 commands, and diagnosing that keywords were sorted by volume instead of CPC.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-18.png 1334w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-18-520x425.png 520w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-18-768x628.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Letaido chat showing a user flagging inaccurate keyword data, with the AI reasoning through the problem, running 8 commands, and diagnosing that keywords were sorted by volume instead of CPC.\" title=\"automated content creation 18\" width=\"1334\" height=\"1090\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">When everything looks good, set up a schedule (e.g., monthly).<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">A couple of things to think about here:<\/p>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li><strong>Timing.<\/strong> Schedule it after your data sources refresh. Otherwise, you&#8217;ll get a beautifully formatted update of last month&#8217;s data.<\/li>\n<li><strong>Failure alerts.<\/strong> Make sure it tells you when something goes wrong, not just when it&#8217;s done. The worst kind of failure is the silent one, where the automation quietly doesn&#8217;t run and nobody notices for three months.<\/li>\n<\/ul>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Letaido failure alert showing a warning that the expensive_keywords Ahrefs Keywords Explorer fetch returned 0 rows, with a note that the empty dataset will not be published.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-19.png 1056w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-19-680x161.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-19-768x182.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Letaido failure alert showing a warning that the expensive_keywords Ahrefs Keywords Explorer fetch returned 0 rows, with a note that the empty dataset will not be published.\" title=\"automated content creation 19\" width=\"1056\" height=\"250\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<h2 style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:48px;--commonDesktopLineHeight-1j2516b:48px;--commonTabletFontSize-1dxj9ik:40px;--commonTabletLineHeight-xwk9uj:40px;--commonMobileFontSize-1dqmuso:32px;--commonMobileLineHeight-17gz9lh:34px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:48px;--jaDesktopLineHeight-1h30gj1:48px;--jaTabletFontSize-1cs8g40:40px;--jaTabletLineHeight-rwumdp:40px;--jaMobileFontSize-3ilicb:32px;--jaMobileLineHeight-a733m1:34px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:48px;--koDesktopLineHeight-167f7ua:48px;--koTabletFontSize-wulysw:40px;--koTabletLineHeight-z06jhp:40px;--koMobileFontSize-hn8pa2:32px;--koMobileLineHeight-oto37y:34px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><span class=\"css-13o7eu2-scrollAnchor css-79elbk-scrollAnchor css-r0f3zd-scrollAnchor css-79elbk-hoverParent css-13o7eu2-hoverParent\" style=\"--scrollOffset-1sj9q7w:32px;--stickyBarHeight-4w6lkx:66px\" id=\"7-scale-it-up\"><span class=\"css-vxcmzt-copyLink css-zcxndt-copyLink css-1hgawz4-copyLink css-ooq0i3-copyLink css-1lcrvwf-copyLink css-uiim69-copyLink css-lkic0s-copyLink css-fs89u1-copyLink css-46do2e-copyLink css-pqbsl6-copyLink css-ia79rd-copyLink css-1106rcj-copyLink css-ulmy1o-copyLink\" style=\"--gapToHeadingText-a2bqkm:8px\"><span class=\"css-6n7j50-tooltipInline css-uk6cul-tooltipInline\" style=\"\"><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"false\" data-hidden-tablet=\"false\" data-hidden-desktop=\"true\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:24px;--height-11x3kmq:24px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:12px;--desktopHeight-1bmr01w:12px;--tabletWidth-10tcxos:12px;--tabletHeight-ojkbl9:12px;--mobileWidth-16cnon:12px;--mobileHeight-vrwxay:12px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 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0.15);--width-w3ugxa:32px;--height-11x3kmq:32px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:16px;--desktopHeight-1bmr01w:16px;--tabletWidth-10tcxos:16px;--tabletHeight-ojkbl9:16px;--mobileWidth-16cnon:16px;--mobileHeight-vrwxay:16px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><\/span><\/span>7. Scale it up<\/span><\/h2>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">When you&#8217;re happy with the workflow, it&#8217;s time to expand it.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">That&#8217;s what I did. Once I was happy with everything coming out of Top Google Searches, I rolled it out across all the other posts I wanted to update, one at a time.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Yes, it takes a while. Each new article has its own quirks. Most Searched People needed completely different rules from Most Expensive Keywords. But remember: it&#8217;s easier to fix one thing than everything at once. And every article you add gets easier, because most of the pipeline is already built.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">But in my case, I didn&#8217;t just scale up my own workflow. I shared the process with the team, and it inspired them to build things too.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Slack message from SQ describing an automated monthly content update workflow, with attached screenshots of a Data Refresh Hub email listing seven draft posts and a dashboard showing Top Google Searches articles ready to publish.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-20.png 986w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-20-306x425.png 306w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-20-768x1066.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Slack message from SQ describing an automated monthly content update workflow, with attached screenshots of a Data Refresh Hub email listing seven draft posts and a dashboard showing Top Google Searches articles ready to publish.\" title=\"automated content creation 20\" width=\"986\" height=\"1368\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Slack message from Ryan on June 1st saying the automated workflow inspired teammates Louise and SQ to explore similar automation for fastest-growing company posts and most-cited-domains articles updated monthly via a refresh hub.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-21.png 940w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-21-680x405.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-21-768x458.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Slack message from Ryan on June 1st saying the automated workflow inspired teammates Louise and SQ to explore similar automation for fastest-growing company posts and most-cited-domains articles updated monthly via a refresh hub.\" title=\"automated content creation 21\" width=\"940\" height=\"560\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Ahrefs chart showing Metricool's monthly brand search volume rising steeply from near zero in April 2021 to 32,000 by April 2026, with a dotted forecast line projecting 20% further growth through May 2027.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-22.png 1542w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-22-393x425.png 393w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-22-768x831.png 768w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-22-1420x1536.png 1420w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Ahrefs chart showing Metricool's monthly brand search volume rising steeply from near zero in April 2021 to 32,000 by April 2026, with a dotted forecast line projecting 20% further growth through May 2027.\" title=\"automated content creation 22\" width=\"1542\" height=\"1668\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">So &#8220;scaling it up&#8221; doesn&#8217;t just mean scaling your own processes. It can mean scaling it across your entire department, or even the entire company.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">That&#8217;s how true AI adoption happens. Not by sending a company-wide memo saying &#8220;use AI more.&#8221; That just produces anxiety and a lot of ChatGPT tabs. It happens when someone builds something that works, shows it to their colleagues, and they go: &#8220;Wait, can I do that for my thing too?&#8221;<\/p>\n<\/div>\n<h2 style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:48px;--commonDesktopLineHeight-1j2516b:48px;--commonTabletFontSize-1dxj9ik:40px;--commonTabletLineHeight-xwk9uj:40px;--commonMobileFontSize-1dqmuso:32px;--commonMobileLineHeight-17gz9lh:34px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:48px;--jaDesktopLineHeight-1h30gj1:48px;--jaTabletFontSize-1cs8g40:40px;--jaTabletLineHeight-rwumdp:40px;--jaMobileFontSize-3ilicb:32px;--jaMobileLineHeight-a733m1:34px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:48px;--koDesktopLineHeight-167f7ua:48px;--koTabletFontSize-wulysw:40px;--koTabletLineHeight-z06jhp:40px;--koMobileFontSize-hn8pa2:32px;--koMobileLineHeight-oto37y:34px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><span class=\"css-13o7eu2-scrollAnchor css-79elbk-scrollAnchor css-r0f3zd-scrollAnchor css-79elbk-hoverParent css-13o7eu2-hoverParent\" style=\"--scrollOffset-1sj9q7w:32px;--stickyBarHeight-4w6lkx:66px\" id=\"what-still-goes-wrong-with-my-workflow\"><span class=\"css-vxcmzt-copyLink css-zcxndt-copyLink css-1hgawz4-copyLink css-ooq0i3-copyLink css-1lcrvwf-copyLink css-uiim69-copyLink css-lkic0s-copyLink css-fs89u1-copyLink css-46do2e-copyLink css-pqbsl6-copyLink css-ia79rd-copyLink css-1106rcj-copyLink css-ulmy1o-copyLink\" style=\"--gapToHeadingText-a2bqkm:8px\"><span class=\"css-6n7j50-tooltipInline css-uk6cul-tooltipInline\" style=\"\"><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"false\" data-hidden-tablet=\"false\" data-hidden-desktop=\"true\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:24px;--height-11x3kmq:24px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:12px;--desktopHeight-1bmr01w:12px;--tabletWidth-10tcxos:12px;--tabletHeight-ojkbl9:12px;--mobileWidth-16cnon:12px;--mobileHeight-vrwxay:12px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"true\" data-hidden-tablet=\"true\" data-hidden-desktop=\"false\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:32px;--height-11x3kmq:32px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:16px;--desktopHeight-1bmr01w:16px;--tabletWidth-10tcxos:16px;--tabletHeight-ojkbl9:16px;--mobileWidth-16cnon:16px;--mobileHeight-vrwxay:16px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><\/span><\/span>What still goes wrong with my workflow<\/span><\/h2>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">So is it over once you&#8217;ve set up the automation? Can you finally be in Bali sipping cocktails while AI does all your work?<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Unfortunately, no. The last I checked, I\u2019m still in London.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Human review is still necessary. And because AI keeps changing and improving, your automations <em>will<\/em> break.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Letaido chat interface showing a user asking &quot;Some of the data refresh drafts are failing. Why?&quot; with the AI responding that it will look into the Data Refresh Hub to find what is failing.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-23.png 784w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-23-615x425.png 615w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-23-768x531.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Letaido chat interface showing a user asking &quot;Some of the data refresh drafts are failing. Why?&quot; with the AI responding that it will look into the Data Refresh Hub to find what is failing.\" title=\"automated content creation 23\" width=\"784\" height=\"542\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: X post from verified user Kieran Klaassen explaining that the Anthropic Opus 5 release broke Compound Engineering, forcing him to rewrite the plugin, with links to his GitHub fixes.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-24.png 1468w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-24-674x425.png 674w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-24-768x484.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"X post from verified user Kieran Klaassen explaining that the Anthropic Opus 5 release broke Compound Engineering, forcing him to rewrite the plugin, with links to his GitHub fixes.\" title=\"automated content creation 24\" width=\"1468\" height=\"926\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">If a popular, well-maintained plugin can break overnight, your homemade automation definitely can.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Here\u2019s my own personal example: I built my automation in the same workspace as our content team. Ryan added a new secret or bridge for their own workflows, but unknowingly broke my automation.<\/p>\n<\/div>\n<div class=\"css-1gtanqs-image\" style=\"\">\n<div class=\"css-78500v-boxBackgroundColor css-13seggy-paddingMobile css-a84flc-paddingTablet css-v4p7n9-paddingDesktop css-1wj4459-borderRadius\" style=\"--bgColor-pz6qop:#F4F5F6;--t-mpkruj:8px;--r-zo23ai:8px;--b-1nl6rhj:8px;--l-1vs7g4c:8px;--t-1iu47sz:16px;--r-uuo27m:16px;--b-1w9wo1k:16px;--l-189ev0i:16px;--t-4dhen1:16px;--r-owubzf:16px;--b-10wcjbv:16px;--l-14x3jlp:16px;--radius-4sxhux:6px\">\n<div class=\"css-h4rn00-captionImageWell css-8atqhb-captionImageWell css-129gw94-captionImageWell css-wtpnzt-captionImageWell css-i6bazn-captionImageWell\" style=\"--accentMuted-yv75qk:#FFE7CD\"><button class=\"css-13o7eu2-zoomTrigger css-8atqhb-zoomTrigger css-y8aj3r-zoomTrigger css-b738da-zoomTrigger css-1rm7u2e-zoomTrigger css-129gw94-zoomTrigger css-vgd1sg-zoomTrigger\" style=\"\" type=\"button\" aria-label=\"Enlarge image: Letaido error message showing a broken automation titled &quot;Needs a bridge-side grant (I can't fix from here),&quot; explaining that top_searches_global and top_questions_global returned a 403 Forbidden error because the workspace token lacks access to the keywords API endpoint.\"><picture><source srcset=\"https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-25.png 1288w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-25-680x395.png 680w, https:\/\/ahrefs.com\/blog\/wp-content\/uploads\/2026\/10\/automated-content-creation-25-768x446.png 768w\" sizes=\"(min-width: 1280px) 600px, (min-width: 768px) 600px, min(600px, 100vw)\"\/><img decoding=\"async\" class=\"css-9whsf3-imgDefaults css-x97jm9-imgDefaults\" src=\"\" alt=\"Letaido error message showing a broken automation titled &quot;Needs a bridge-side grant (I can't fix from here),&quot; explaining that top_searches_global and top_questions_global returned a 403 Forbidden error because the workspace token lacks access to the keywords API endpoint.\" title=\"automated content creation 25\" width=\"1288\" height=\"748\" loading=\"lazy\"\/><\/picture><\/button><\/div>\n<\/div>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Here are the things most likely to go wrong:<\/p>\n<\/div>\n<div class=\"css-0-list\" style=\"\">\n<ul>\n<li><strong>Model updates.<\/strong> A new model version can interpret the same instructions differently. Rules that worked last month might suddenly be ignored, or followed a little too literally.<\/li>\n<li><strong>Source changes.<\/strong> APIs change, data formats shift, and an export you relied on gets a new column.<\/li>\n<li><strong>Weird data.<\/strong> A news event can send a random keyword to the top of the charts overnight. Your automation will happily report it unless you&#8217;ve told it to flag unusual spikes.<\/li>\n<li><strong>Rule drift.<\/strong> The world changes. A new movie comes out with a question for a title, and your rules don&#8217;t cover it yet.<\/li>\n<li><strong>Formatting breaks.<\/strong> A CMS update, a theme change, or a new block type, and suddenly your tables look like they were built in 1998.<\/li>\n<\/ul>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">So you\u2019ll have to keep on maintaining your automations and making sure everything continues to work well.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Again, back to the same restaurant analogy: Even as a chef climbs the ranks, they don&#8217;t stop checking in on their sous chefs and junior chefs. Recipes get tweaked, suppliers change, new staff join. So they keep tasting, keep checking, and keep correcting, so every dish on the menu comes out perfect.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Same with your automations.<\/p>\n<\/div>\n<h2 style=\"--commonFontFamily-18pyjv:&quot;Ahrefs&quot;, sans-serif;--commonDesktopFontSize-df03h9:48px;--commonDesktopLineHeight-1j2516b:48px;--commonTabletFontSize-1dxj9ik:40px;--commonTabletLineHeight-xwk9uj:40px;--commonMobileFontSize-1dqmuso:32px;--commonMobileLineHeight-17gz9lh:34px;--japanFontFamily-11af4c8:&quot;Ahrefs&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:48px;--jaDesktopLineHeight-1h30gj1:48px;--jaTabletFontSize-1cs8g40:40px;--jaTabletLineHeight-rwumdp:40px;--jaMobileFontSize-3ilicb:32px;--jaMobileLineHeight-a733m1:34px;--koreanFontFamily-3unuz1:&quot;Ahrefs&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:48px;--koDesktopLineHeight-167f7ua:48px;--koTabletFontSize-wulysw:40px;--koTabletLineHeight-z06jhp:40px;--koMobileFontSize-hn8pa2:32px;--koMobileLineHeight-oto37y:34px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><span class=\"css-13o7eu2-scrollAnchor css-79elbk-scrollAnchor css-r0f3zd-scrollAnchor css-79elbk-hoverParent css-13o7eu2-hoverParent\" style=\"--scrollOffset-1sj9q7w:32px;--stickyBarHeight-4w6lkx:66px\" id=\"final-thoughts\"><span class=\"css-vxcmzt-copyLink css-zcxndt-copyLink css-1hgawz4-copyLink css-ooq0i3-copyLink css-1lcrvwf-copyLink css-uiim69-copyLink css-lkic0s-copyLink css-fs89u1-copyLink css-46do2e-copyLink css-pqbsl6-copyLink css-ia79rd-copyLink css-1106rcj-copyLink css-ulmy1o-copyLink\" style=\"--gapToHeadingText-a2bqkm:8px\"><span class=\"css-6n7j50-tooltipInline css-uk6cul-tooltipInline\" style=\"\"><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"false\" data-hidden-tablet=\"false\" data-hidden-desktop=\"true\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:24px;--height-11x3kmq:24px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:12px;--desktopHeight-1bmr01w:12px;--tabletWidth-10tcxos:12px;--tabletHeight-ojkbl9:12px;--mobileWidth-16cnon:12px;--mobileHeight-vrwxay:12px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><span class=\"css-6n7j50-inline\" style=\"\" data-hidden-mobile=\"true\" data-hidden-tablet=\"true\" data-hidden-desktop=\"false\"><button class=\"css-k008qs-button css-1tyndxa-button css-zcxndt-button css-uk6cul-button css-b738da-button css-uodor8-button css-4g6ai3-button css-jt25g8-button css-1fj75wi-color css-vbkuqf-size css-dzyh1c-focusVisible css-4at7mb-focusVisible css-pv92ln-hover css-94985e-active css-11dqi6r-disabled\" style=\"--color-1it60d7:#FFF;--bg_color-uytogv:rgba(0, 0, 0, 0.15);--width-w3ugxa:32px;--height-11x3kmq:32px;--bg_color-135udgx:rgba(0, 0, 0, 0.15);--outline-6iukei:3px;--outline_style-18pdxm6:solid;--outline_color-10incmb:#FF8D00;--text_color-1rcg5kj:#FFF;--bg_color-1l3f782:#FF8D00;--text_color-1imjtck:#FFF;--bg_color-6pso4q:#FF7524;--tertiary-1hf1jn3:rgba(255, 255, 255, 0.5);--transparentSecondary-1tytaik:rgba(0, 0, 0, 0.15)\" type=\"button\" aria-label=\"Copy link\"><svg class=\"css-e3guj9-size\" style=\"--desktopWidth-dg32ua:16px;--desktopHeight-1bmr01w:16px;--tabletWidth-10tcxos:16px;--tabletHeight-ojkbl9:16px;--mobileWidth-16cnon:16px;--mobileHeight-vrwxay:16px\" viewbox=\"0 0 16 16\"><path class=\"css-s8q3eb-path\" style=\"--fillColor-4ekdyv:currentColor\" fill-rule=\"evenodd\" d=\"M10.4555 2.96054C9.92797 2.95159 9.34715 3.16746 8.78754 3.72708L7.26467 5.24994L5.85046 3.83573L7.37333 2.31286C8.25618 1.43001 9.34024 0.941333 10.4894 0.960827C11.6337 0.980239 12.7145 1.50101 13.6068 2.39326C14.499 3.2855 15.0196 4.36612 15.0398 5.50936C15.0601 6.6576 14.573 7.74088 13.6919 8.622L12.1691 10.1449L10.7548 8.73065L12.2777 7.20778C12.8343 6.65117 13.0494 6.07193 13.0401 5.54472C13.0307 5.01251 12.7898 4.40473 12.1926 3.80747C11.5953 3.21023 10.9878 2.96957 10.4555 2.96054ZM5.33969 9.24615L9.37859 5.20725L10.7928 6.62146L6.7539 10.6604L5.33969 9.24615ZM5.37292 7.1417L3.72236 8.79226C3.16574 9.34887 2.95063 9.92811 2.95995 10.4553C2.96936 10.9875 3.21023 11.5953 3.80749 12.1926C4.40475 12.7898 5.01252 13.0307 5.54473 13.0401C6.07194 13.0494 6.65118 12.8343 7.2078 12.2777L8.85836 10.6271L10.2726 12.0414L8.62201 13.6919C7.74089 14.573 6.65761 15.0601 5.50937 15.0398C4.36613 15.0196 3.28551 14.499 2.39327 13.6068C1.50104 12.7145 0.980476 11.6339 0.960261 10.4907C0.939958 9.34244 1.42702 8.25916 2.30814 7.37804L3.9587 5.72748L5.37292 7.1417Z\"\/><\/svg><\/button><\/span><\/span><\/span>Final thoughts<\/span><\/h2>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">I think the least useful way to approach automated content creation is to ask how AI can make as much content as possible.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">We already have enough content.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\"><strong>What parts of making genuinely useful content are stopping us from doing more of it?<\/strong><\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">Get AI to handle the boring parts, so you can spend your time on the parts that actually need you: the ideas, the opinions, the experience, the taste. The stuff no model can fake.<\/p>\n<\/div>\n<div class=\"css-vsm8hv-withMargins css-1rq04bn-withMargins css-nm4xsv-withMargins\" style=\"--px16-lvksli:16px\">\n<p style=\"--commonFontFamily-18pyjv:&quot;Inter&quot;, sans-serif;--commonDesktopFontSize-df03h9:18px;--commonDesktopLineHeight-1j2516b:28px;--commonTabletFontSize-1dxj9ik:18px;--commonTabletLineHeight-xwk9uj:28px;--commonMobileFontSize-1dqmuso:18px;--commonMobileLineHeight-17gz9lh:28px;--japanFontFamily-11af4c8:&quot;Inter&quot;, &quot;Zen&quot;, sans-serif;--jaDesktopFontSize-76u8fr:18px;--jaDesktopLineHeight-1h30gj1:28px;--jaTabletFontSize-1cs8g40:18px;--jaTabletLineHeight-rwumdp:28px;--jaMobileFontSize-3ilicb:18px;--jaMobileLineHeight-a733m1:28px;--koreanFontFamily-3unuz1:&quot;Inter&quot;, &quot;Pretendard&quot;, sans-serif;--koDesktopFontSize-fozouv:18px;--koDesktopLineHeight-167f7ua:28px;--koTabletFontSize-wulysw:18px;--koTabletLineHeight-z06jhp:28px;--koMobileFontSize-hn8pa2:18px;--koMobileLineHeight-oto37y:28px;--weightDesktop-1mrfqq6:400;--weightTablet-14lx7hv:400;--weightMobile-tpweh1:400;--displayDesktop-1qdn3vd:block;--displayTablet-8oc6bv:block;--displayMobile-zsc58l:block\" class=\"css-1o3a84e-text css-rc8ylp-textFontWeight css-16w1kgb-textDisplay css-0-letterSpace\">That should be the future of working together with AI on content.<\/p>\n<\/div>\n<\/div>\n<p><script nonce=\"MjY1ZWQyZDA2NzczMjAwMTAyZTg1N2FjNjYxMjdkYTQ\">\n      !function(f,b,e,v,n,t,s)\n      if(f.fbq)return;n=f.fbq=function()n.callMethod?\n      n.callMethod.apply(n,arguments):n.queue.push(arguments);\n      if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n      n.queue=[];t=b.createElement(e);t.async=!0;\n      t.src=v;s=b.getElementsByTagName(e)[0];\n      s.parentNode.insertBefore(t,s)(window, document,'script',\n      'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n      fbq('init', 1511271639109289);\n      fbq('track', 'PageView');\n    <\/script><br \/>\n<br \/><br \/>\n<br \/><a href=\"https:\/\/ahrefs.com\/blog\/automated-content-creation\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Automated content creation is the use of software or AI to complete a repeatable sequence of content-production tasks. When people hear \u201cautomated content creation\u201d, I imagine they picture something like this: Enter a keyword, click a button, and poof! An article is made. From there, they\u2019ll generate 500 articles before the day ends and publish [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3390,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22],"tags":[],"class_list":["post-3389","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-seo"],"_links":{"self":[{"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/posts\/3389","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/comments?post=3389"}],"version-history":[{"count":0,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/posts\/3389\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/media\/3390"}],"wp:attachment":[{"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/media?parent=3389"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/categories?post=3389"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ewebtoolz.com\/blog\/wp-json\/wp\/v2\/tags?post=3389"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}