visibility to ai (@visibilitytoai)

Measures whether AI assistants name and cite your company when your buyers ask them questions.

Part of Adapt Progress Evolve

Based in: London, UK

Last updated: 2026-09-14

About

An AI-visibility benchmark. A Snapshot puts 15 approved buyer questions to ChatGPT, Claude, Gemini and Perplexity, reads every answer, quotes every mention, and gives each vertical a verdict: recognised-not-cited, entrenched, or open. An Adapt Progress Evolve product, UK-built.

What it does

AI visibility benchmark, GEO measurement, AI citation tracking, ChatGPT visibility, Perplexity citations, buyer-question research, competitor share of answer, AI readiness check, llms.txt, AI-crawler robots.txt

Work & claims

visibility to ai launched on 14 September 2026: an AI-visibility benchmark that puts a company's buyer questions to ChatGPT, Claude, Gemini and Perplexity and reports, per question, whether the company is named, cited, or missing. (2026-09–present) [source] — owner supplied · source attached
Mention (the brand is named in an answer) and citation (the brand's own site appears in the answer's source list) are recorded and reported separately, never blended into one score. [source] — owner supplied · source attached
Each vertical receives one of three verdicts: recognised-not-cited, entrenched (one rival in the majority of answers), or open (no vendor named in more than about a quarter of answers). [source] — owner supplied · source attached
All four engines — ChatGPT (GPT-5), Claude (Claude Sonnet 5), Gemini (Gemini 3.6 Flash) and Perplexity (Sonar), with web search on — are included in every tier; nothing is sold per engine. [source] — owner supplied · source attached
Pricing: Snapshot £89 one-off (15 questions, 60 answers), Deep Dive 100 £249 one-off (100 questions, 400 answers), Track £59 a month or £616 a year, Agency £299 a month or £3,122 a year. US prices in dollars at visibilitytoai.com/us/. [source] — owner supplied · source attached
Every extracted claim in a report carries a verbatim quote from the frozen answer; claims whose quote cannot be found are dropped and the drop count is published. [source] — owner supplied · source attached
Publishes free public industry benchmarks from real runs — 8 unbranded buyer questions, 32 answers per category — showing which vendors AI assistants name for HR software, payroll, expense management, field service, review management, customer onboarding, brand-voice AI writing tools and Cyber Essentials providers. (2026-09–present) [source] — owner supplied · source attached
Offers four free tools with no account: an AI readiness check (six deterministic checks on whether assistants can read a site), an AI-crawler robots.txt check, an llms.txt generator, and a single-page AI citation check. (2026-09–present) [source] — owner supplied · source attached

Links

Open profile on hilyt · LLM card · Corrections via the site contact form.