visibilitytoai
Do AI assistants actually name you when buyers ask? I measure it, and quote the answers.
Your buyers' real questions put to ChatGPT, Claude, Gemini and Perplexity. Named, cited or missing.
Status: Live · product · built and run by Jack Stovell at Adapt Progress Evolve
What it is
visibilitytoai asks your buyers' real questions to ChatGPT, Claude, Gemini and Perplexity, reads every answer and quotes every mention. Being named and being cited get reported separately, never mashed into one score.
Who it's for
Companies who suspect buyers now ask an AI assistant before they search, and want to know what it actually says about them.
How it works
- Enter your domain. It suggests the 15 questions your buyers are likely to put to an AI assistant.
- Approve the questions. You approve them on the page. Nothing gets charged until you do.
- Four engines, every answer. Every question goes to all four assistants, and every answer is read and every mention quoted.
- A verdict per area. Each vertical is marked recognised-not-cited, entrenched or open, so you can see where effort will pay off.
Timeline
- — Launched
Facts
- Engines in every tier
- 4
- Snapshot
- 15 questions, £89 one-off
- Public benchmarks
- 8 industries
Under the hood
Stack: Static site, Cloudflare, Stripe.
Agents in the fleet that work on it: AI visibility, Research.
FAQ
How do I check if ChatGPT recommends my company?
Put the questions your buyers ask to the assistant and read who it names. A visibilitytoai Snapshot does that for 15 approved questions across ChatGPT, Claude, Gemini and Perplexity, quoting every mention.
What is the difference between an AI mention and an AI citation?
A mention is your company named in the answer. A citation is your own site showing up in the answer's sources. visibilitytoai reports the two separately.
Are there free AI visibility tools?
Yes. visibilitytoai has a free AI readiness check, an AI-crawler robots.txt check, an llms.txt generator and a single-question AI citation check.