Shopify’s numbers say AI search isn’t replacing organic — it’s specializing. Here’s what the data means for e-commerce brands, and the exact work it justifies. The Question Everyone’s Asking the Wrong Way The debate around AI search keeps getting framed as a replacement story: is ChatGPT going to eat organic search’s lunch, or is AI…
A new Performance report — “Generative AI features” (Beta) — is live in Search Console. We pulled it up on our own property to show you exactly what it tracks and why it matters for anyone doing AEO/GEO work. What we’re looking at Google Search Console has rolled out a dedicated report under Performance called…
Traditional on-page SEO was built for one reader: a crawler that indexed your page and a human who scanned it afterward. That world hasn’t disappeared, but it now shares the stage with two newer audiences. Answer Engines (Google’s AI Overviews, voice assistants, featured-snippet systems) and Generative Engines (ChatGPT, Perplexity, Claude, Gemini) that don’t just rank…
What Tim Ferriss got right about global credibility — and what today’s AI answer engines have quietly turned into ranking signals A Credibility Problem Hiding in Plain Sight In The 4-Hour Workweek, Tim Ferriss spends a good chunk of the “automation” section on a problem that has nothing to do with product or price: most…
Somewhere this week, a potential customer typed something like “best alternatives to [your biggest competitor]” into ChatGPT, Perplexity, or Gemini’s AI Overview. The answer named three or four brands. If yours wasn’t one of them, this article is about why — and it isn’t the reason most agencies will tell you. We didn’t guess at…
The Diluted Authority Problem Run enough live citation experiments across ChatGPT, and a pattern surfaces that most SEO teams never account for: AI engines don’t reward the site with the most pages on a topic. They reward the page with the clearest, most concentrated signal of authority. We saw this directly while tearing down how…
For twenty years, “get more backlinks” has been the default answer to almost every ranking problem. That advice isn’t wrong — it’s just incomplete. Search engines still use links as a trust signal, but now there’s a second audience reading your link graph: AI answer engines like ChatGPT, Perplexity, and Google’s AI Overviews. They don’t…
The finding nobody’s writing about yet Most AEO advice today sounds the same: get an llms.txt file, get cited on Reddit, get your brand into a “best of” roundup. All true. All incomplete. This prestige gap doesn’t come out of nowhere — it’s built over time through exactly the kind of off-site roundup presence and…
The Contradiction Hiding in Plain Sight If you’ve published anything about AI visibility in the last year, you’ve read some version of this claim: “ChatGPT loves Reddit.” It’s become AEO conventional wisdom — optimize for Reddit, get cited by ChatGPT. The data suggests something closer to the opposite. Reddit has its own dedicated ref_type inside…
The llms.txt Myth What actually gets brands cited by ChatGPT — a 6-brand teardown Every AEO checklist published this year says the same thing in the same order: write an llms.txt file, structure your content for AI crawlers, and the citations will follow. We wanted to know if that’s actually true. So we picked six…