Category: SEO
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How Does AI Get Its Information? Training Data, RAG, MCPs, and APIs Explained
AI gets its knowledge from three distinct layers: training data, retrieval systems, and live tool access like APIs and MCPs. Each data layer has its own pros and cons, so if you’ve ever wondered why an AI confidently told you something wrong, why one tool seems to know about last week’s news and another doesn’t, or…
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What’s the Difference, and Why Does It Matter?
Everyone’s talking about “AI agents” now. But what’s the real difference between generative AI and agentic AI? And which is the best tool for saving you precious time across all your marketing workflows? A marketer opens ChatGPT, types a prompt, and gets a (probably pretty bad) blog post draft back in 30 seconds. That’s generative…
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How It Works and 9 Prompts to Start
Chatbots typically don’t have access to real SEO data, so they often make things up and present them as facts. But once you connect AI to real SEO data, it becomes a keyword research tool you’ll wonder how you ever worked without. It can help with everything from brainstorming ideas and clustering keywords to sorting…
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How I Do Content Engineering with Claude Code
Here’s how I built a high-quality content automation system for the Ahrefs blog using Claude Code and 23 skill files. Back in August 2025, I shared the AI content process I had developed for the Ahrefs blog. It used ChatGPT projects and custom GPTs to speed up certain types of content creation from several days to…
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Why ChatGPT Cites One Page Over Another (Study of 1.4M Prompts)
We’ve all got used to the little numbered blue links in ChatGPT’s responses. They’re the citations that back up ChatGPT’s responses with external information. But, although ChatGPT crawls dozens of pages to answer a single query, according to our research, it only ends up citing ~50% of them. Why does one page get the credit while…
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What It Is, How It Works, and What It Means for SEO
Just as we were wrapping our heads around AI Overviews, Google unveiled another new search experience: Web Guide. It’s a big change in how Google interprets intent and presents information. Think of it as a dynamically-generated, “magazine” SERP, that curates AI summaries and organic results. What’s different about Web Guide is that—unlike AI Overviews or AI…
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What AI Writing Tools Get Wrong (And The Stack I Use Instead)
AI writing tools make the writing part faster, but writing was never the hard part. The hard part in content marketing is the information—ideas, verified facts, and reference material. And that’s exactly where these tools fall short. I learned this after generating 40 articles through Claude. I’d tried the writing tools first, but they just couldn’t handle…
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Is AI Content Bad for SEO? No, and It Never Will Be (7 Reasons)
AI content is not bad for SEO. Google has made it clear that they evaluate content based on quality and helpfulness, not the tool you used to make it. The real issue was never AI or “automatically generated content” itself. Google penalizes the same thing it always has: content that is thin, unhelpful, and spammy. AI…
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AI Content Wasn’t Good Enough. Now It Is.
It’s a common belief that AI-generated blog posts are inherently low-quality and inferior to their human-made equivalents. Companies that scale AI-generated content do so with the knowledge that they are making a trade-off, we believe, choosing speed and scale at the expense of quality. We agree that AI is faster than any human, and it…
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What It Is and How to Use It in Your SEO Strategy
Most people use “keyword intent” and “search intent” interchangeably. That’s fine as they refer to the same underlying concept: the reason behind a search query. But there’s a practical distinction worth drawing, and it changes how you apply the idea. Search intent is about optimizing content to match what the search results reward. Keyword intent is…