Notes on AI-search visibility.
Product news, plain-English GEO guides, and what the public research says about getting cited in ChatGPT, Gemini and Claude. Sourced and dated, because the numbers move.
Product & feature news.
Introducing the Visibility Tracker
You can't see how ChatGPT, Gemini, and Claude describe you — and the numbers swing month to month. The Visibility Tracker measures both, honestly.
Product · ArticleIntroducing the Source-Gap Analyzer: get into the sources AI already trusts
Roughly 90-95% of AI citations point to pages you don't own. The new Source-Gap Analyzer finds the third-party sources ChatGPT, Gemini and Claude cite for your category, shows which ones leave you out, and ranks where to win next.
Product · ArticleIntroducing Audit My Page: is your page built to be quoted?
Before you chase citations, ask the cheaper question: is the page even built to be quoted? Audit My Page scores one URL on the five on-page signals that decide whether an engine can lift your answer cleanly.
Product · ArticleYour AI-visibility data, in your agent: introducing the CitedOS MCP server
A dashboard is a destination. Most of your work happens somewhere else — in your editor, your terminal, your agent. The CitedOS MCP server exposes your visibility and source-gap data as callable tools so you can ask "are we still cited for this?" without leaving the window you're already in.
Plain-English GEO guides.
Why AI can't find your Lovable site
The internet's answer — your React app is an empty div, AI crawlers can't run JavaScript — was true, and for a lot of Lovable projects it no longer is. Here is the current picture, the check that lies to you, and the plumbing still worth doing.
Guides · ArticleWhy AI can't find your WordPress site
WordPress has served finished HTML since before AI search existed, so the usual crawlers cannot run your JavaScript diagnosis does not apply. When an engine still cannot find you, the cause is somewhere else — and one of the likeliest is a checkbox whose documented behaviour changed in WordPress 5.3.
Guides · ArticleAI Visibility OS: what an operating system for AI search actually needs
The category sells a monthly cadence. Monthly is a reporting rhythm, not a measurement one — and that difference is the whole system.
Guides · ArticleGEO vs AEO vs SEO: three surfaces, and which tool can see each one
SEO has twenty years of instrumentation. AEO sits half inside it. GEO is invisible to every Google tool you own — and that gap, not the vocabulary, is the thing to plan around.
Guides · ArticleWhat is an Agent Experience Platform (AXP)?
A new category, the Agent Experience Platform, promises to make your site machine-readable for AI agents without a redesign. Here is what it does, where it fits, and the one question to ask before you buy: is it reformatting, or is it cloaking?
Guides · ArticleWhat is GEO (Generative Engine Optimization)?
A vendor-neutral primer on Generative Engine Optimization: what GEO and AEO mean, how AI engines retrieve and cite sources, why one prompt fans out into many sub-queries, and why most of the citations that decide your visibility point to sites you don't own.
Guides · ArticleDiscoverability vs. selectability: the two gates of an AI citation
Every AI citation clears two separate gates — getting into the retrieval pool, then surviving the rerank. Confuse them and you optimize the wrong thing.
Guides · ArticleGEO vs SEO: how optimizing for AI answers is different
SEO optimizes for a position in a list. GEO optimizes for being one of the few sources the model quotes — often without the user ever clicking through.
Guides · ArticleWhat the GEO research observed about on-page citation factors
There is one controlled GEO study. It tested nine on-page content edits across roughly 10,000 queries — here is what it observed, and every reason to read it as early evidence rather than a recipe.
Guides · ArticleWhy point-in-time AI-visibility numbers lie
AI citations swing 40-60% a month. A single visibility score is noise dressed as signal — here is what honest measurement actually looks like.
What the public data shows.
The AI citation landscape in 2026: what the public data shows
Across public studies, four patterns hold: AI answers cite third-party pages, lean on a few platforms, change month to month, and no longer track who ranks first on Google.
Research · ArticleAI-search research: what actually holds up
A viral Reddit post claims to review 19 AI-search papers. The primary research tells a narrower, cleaner story — here is what holds up.
Research · ArticleWhich sources do AI engines actually cite?
A handful of platforms win most AI citations, and the mix differs by engine. Here is the public data — and why it defines your source-gap.