Latest Insights

Deep dives into structured data, AI search visibility, and the future of machine-readable content.

The Three-Bot Problem: Why Blocking One AI Crawler Does Almost Nothing

The Three-Bot Problem: Why Blocking One AI Crawler Does Almost Nothing

OpenAI runs three separate crawlers. Anthropic runs three more. Each one does a different job, accepts different instructions, and produces a different outco...

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Your Homepage Is Not Your Reputation Layer

Your Homepage Is Not Your Reputation Layer

Most people assume that if they clean up their website, add schema, and write better copy, AI will start recommending them. That is part of the story. But Mu...

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Google Is Citing Itself More Than Anyone Else in AI Mode

Google Is Citing Itself More Than Anyone Else in AI Mode

Google.com is now the single most cited domain in AI Mode. Including YouTube, Google-controlled properties account for roughly 20% of all AI Mode citations....

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Why ChatGPT Found Your Page and Cited Someone Else

Why ChatGPT Found Your Page and Cited Someone Else

Your page is indexed. Your content is accurate. Your answer is better than the one ChatGPT gave.

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Two Surfaces, Two Maps: Why AI Mode and AI Overviews Cite Different Pages

Two Surfaces, Two Maps: Why AI Mode and AI Overviews Cite Different Pages

AI Mode and AI Overviews are both Google products. They can answer the same queries. In Ahrefs’ dataset, they often reached semantically similar conclusions.

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The Ski Ramp Pattern: Why ChatGPT Ignores the Best Part of Your Blog Posts

The Ski Ramp Pattern: Why ChatGPT Ignores the Best Part of Your Blog Posts

ChatGPT pulls 44% of its citations from the first 30% of a page. That’s not a preference. It’s a pattern, and it’s why most “good” blog posts don’t get cited.

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The One Schema Property That Tells AI What You’re Actually an Expert In

The One Schema Property That Tells AI What You’re Actually an Expert In

Most sites that have structured data have the same thing: a name, a URL, a logo, maybe a sameAs link to LinkedIn. AI systems read it and learn that your busi...

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Why AI Cites YouTube More Than Almost Anything Else (And How to Get Your Videos Into That Pool)

Why AI Cites YouTube More Than Almost Anything Else (And How to Get Your Videos Into That Pool)

YouTube is being cited by AI systems millions of times a year. Most of the creators behind those videos have no idea it is happening.

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6 Months of AI Visibility Work for a B2B Client: What Actually Drove Citations

6 Months of AI Visibility Work for a B2B Client: What Actually Drove Citations

Six months ago, a B2B client asked one question: why are our competitors getting cited by AI and we’re not?

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Why Perplexity Cites Different Sites Than ChatGPT (And What That Means for Your Content)

Why Perplexity Cites Different Sites Than ChatGPT (And What That Means for Your Content)

Perplexity and ChatGPT are not two versions of the same thing. They pull from different sources, reward different signals, and cite content for completely di...

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Three Words That Can Make Your Website Invisible to AI (And What They Actually Mean)

Three Words That Can Make Your Website Invisible to AI (And What They Actually Mean)

Schema.org, blog engine, and LLMs.txt sound technical, but they all point to the same issue: machines need help understanding your website.

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Why Your Website Needs a Directory Page (And Why It's Actually an AI Visibility Move)

A directory page isn't just an HTML sitemap—it's a Semantic Crawl Hub for ChatGPT, Perplexity, and Gemini. Learn how to build it properly.

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The Internet Is Starting to Sound Like One Loud Person. That’s Your Opportunity.

When enough websites, emails, and blogs use the same AI-generated structures, readers start pattern-matching before they’re even conscious of it. Here is how to cut through the noise.

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Why Founders, Creators, and Teams Need an Authoritative About Page

If you run a business, create content, or sell expertise online, your About pages are doing far more work than most people realise. Here is how to build one properly.

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Forget SEO. The New Game Is Getting AI to Cite You.

Your customers have stopped Googling. They're asking ChatGPT. Learn why being the "source of truth" is the only visibility metric that matters now.

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