AI Visibility Reports

What AI recommends — and why.

Original research on the AI answer economy. We put real buyer questions to five AI engines — ChatGPT, Perplexity, Gemini, Claude and Google AI Overviews — run every check multiple times for consensus, and publish what comes back: who gets recommended, which sources feed the answers, and what it means for how brands get found.

Methodology: multi-run consensus — every question × engine check is repeated and majority-scored, because single-pass AI answers drift.
Guide · Start here

Why doesn't ChatGPT recommend my company?

The direct answer, and the mechanics behind it — shortlists, sources, engine divergence and drift — explained with data from 631 measured AI answers. Plus the three moves that actually change your number.

Guide · built on Reports #001–#003
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Report #005 · B2B procurement

Some suppliers are invisible to AI because their own site turns AI away

120 scored answers about five Taiwanese B2B suppliers gave 2 recommendations — so we tested why. Three of the sites refused AI crawlers 22 times while serving a browser from the same IP every time, and their robots.txt says crawlers are welcome.

5 suppliers · 5 industries · 4 engines · Sep 2026
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Guide · Choosing a tool

Tools that track whether AI recommends your brand

Every list like this is written by one of the tools — this one too. So we measured the category with our own scanner and published the numbers, starting with our own 0%. Plus the three questions that test any vendor in ten minutes.

Verified from vendors' public sites · Sep 2026
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Report #004 · Taiwan · asked in Chinese

When AI answers from memory, local brands vanish

307 answers about thirteen Taiwanese brands. Answers built from retrieved sources named the local brand 68% of the time; answers written from memory alone, 25% — and ChatGPT answered half the questions citing nothing at all.

13 brands · 10 categories · 4 engines · Sep 2026 · 中文版
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Report #003 · AI Coding Assistants

Do AI engines recommend Cursor, Copilot, or Claude Code?

210 answers to 18 buyer questions. Cursor leads everywhere except ChatGPT — where Copilot rules — and each engine leans toward its own family. Vendor blogs out-cite official sites, for the third category running.

Aug 31, 2026 · 4 engines · multi-run consensus · 210 scored answers
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Essay · Why AI visibility matters

The AI shortlist is the new page one.

The case for taking AI visibility seriously, made only with things we can show: 421 measured answers on shortlist concentration, why size doesn't guarantee a slot, source competition, engine fragmentation and drift.

Aug 30, 2026 · built on Reports #001–#002
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Report #002 · GEO & AEO Tools

Is GEO a scam? We measured who feeds the answer.

186 answers about the AI-visibility industry itself. The category's leaders are nearly invisible to AI, the case for buying GEO is written by its sellers — and we're publishing our own 0%.

Aug 29, 2026 · 4 engines · multi-run consensus · 186 scored answers
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Report #001 · Payments & MoR

Do AI assistants recommend Paddle, Stripe, or Lemon Squeezy?

235 answers to 20 real buyer questions across four engines. Paddle out-recommends Stripe overall, Lemon Squeezy is invisible to ChatGPT, and two rival MoRs' blogs out-cite the official docs.

Aug 28, 2026 · 4 engines · multi-run consensus · 235 scored answers
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