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The AI Search Visibility Index – 2026

Knownful Research

Who does AI
recommend?

The AI Search Visibility Index measures which brands ChatGPT actually surfaces — across 10 industries, scored as share of voice, and refreshed every month. Free.

10 industries1,500 AI queries / monthUpdated monthlyFree

What is the AI Search Visibility Index?

The AI Search Visibility Index is a free, monthly study of which brands large language models actually recommend. Each month we ask AI assistants like ChatGPT the same questions real buyers ask — “best banks,” “best CRM,” “best running shoes” — and measure which brands get named, and how often. The result is a clear share-of-voice ranking for every industry we track.

How we measure it

01
Ask real questions

~50 genuine buyer queries per industry, asked three times each — roughly 1,500 AI answers analysed every month.

02
Detect every brand

We scan each answer and count every brand it names, using exact matching across brand names and their aliases.

03
Score share of voice

Each brand is scored on how often it appears, and we log the websites the AI cites as sources.

Everything is deterministic and reproducible: same answers in, same numbers out. Measured on ChatGPT (GPT-5.4 mini) for a US audience — no estimates, no guesswork.

Why AI search visibility matters

More and more people start their research inside ChatGPT, Perplexity and Google’s AI Overviews instead of scrolling a page of links. These assistants don’t show ten blue links — they name a handful of brands. If yours isn’t in that handful, you’re effectively invisible, no matter how well you rank on Google. Optimising for this new layer is often called Generative Engine Optimization (GEO) or Answer Engine Optimization (AEO) — and almost no one is measuring who actually wins.

How to read the index

Each industry page ranks brands by share of voice — the percentage of AI answers that mention them. A line like “106 of 150 responses” means the brand appeared in 106 of the 150 AI answers analysed that month. Every page is refreshed monthly, so you can track who’s gaining ground in AI search and who’s slipping.

Frequently asked questions

Which AI models does the index measure?
The current editions are measured on ChatGPT (GPT-5.4 mini), the model many people use by default. We track results consistently month over month so the trends stay comparable.
Is the AI Search Visibility Index free?
Yes — every industry page is free to read, with no sign-up. It’s published as open research to help brands understand the new AI search landscape.
How often is it updated?
Monthly. Each industry page keeps the same URL and is refreshed with new data, so you always see the latest edition.
Can you add my industry or brand?
Often, yes. If you’d like a specific industry or brand tracked, get in touch and we’ll consider it for an upcoming edition.
Built by Matthis Duarte — SEO & AI visibility strategist. If your brand isn’t showing up in AI answers and you want to change that, work with me →
© 2026 Knownful · The AI Search Visibility Index · Updated monthly
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