EST. MMXXVI · THE INSTITUTION OF RECORD FOR AI CITATION · OPEN METHODOLOGY

The institution of record for AI citation
The AI Citation Institute measures which sources AI engines actually cite — across ChatGPT, Claude, Gemini, Perplexity, and Google AI — then builds your authority until the answer is you. Every claim on this site carries its receipts.
Public probes of tools that are not our clients — including ourselves, published from the honest pre-launch zero onward (launched 2026-07-31). The climb is the case study: pre-launch baseline 0.0% (07/19) → launch scan 0.0% (08/03) → week 1 0.0% (08/06).
The full index + methodology →The institution
The AI Citation Institute is an institution of record for AI citation. It operates a standing probe panel across five AI engine families and measures which sources those engines cite when people ask questions that matter commercially.
The findings are kept the way a library keeps its collection: numbered, dated, documented, open to inspection. We publish the scores, and we publish our own — including the ones that start at zero.
The Covenant
One client per vertical, per territory. When we work for you, we are structurally incapable of working against you.
Exclusivity is available — one client per vertical per metro. If you hold it, we decline your competitors in that market. If you don't, we may work with others on non-conflicting queries. Not every client gets exclusivity. Metro grain is available soon; today exclusivity is offered at state, national, or online grain.
We only take the fight where you can actually win it.When the gap is a signal gap, we close it. When a rival simply has more substance — more reviews, real credentials, deeper proof — we tell you that instead of billing you to lose.
On our own frozen query panel across five engines, Gavelist went from appearing in 13.8% of answers to the most-frequently-cited name in its category — in the first thirteen weeks of an engagement that is still running. It has led its nearest rival every week since late May.
One engagement, started 2026-04-23 and still running. A single case — not typical or guaranteed. Gavelist started with minimal presence in AI answers for its category.
Open the full case file →"For fast, accurate lot cataloging, Gavelist is a strong choice — it can describe a full sale in a fraction of the usual time."
y — % of panel answers · x — panel week, 2026
Enter your domain. We ask a live AI search platform four questions — one about you by name, three a buyer would actually ask — and show you the answers, unedited.
Open access · cite freely with attribution · every figure traces to a named instrument
Agencies hand you slides. The AI Citation Institute runs the whole cycle — measure, fix, publish, prove — every week, without a kickoff call.
Real buyer questions run against a frozen five-engine panel — ChatGPT, Claude, Gemini, Perplexity, Google AI — each query sampled several times. Mentioned, recommended, or invisible, scored per query.
Site audit, schema coverage, and competitor benchmarking find exactly why the answer doesn't include you.
Drafts engineered to be citable: the question answered directly, claims sourced, schema attached.
Every factual claim checked before anything ships under your name.
One-click (or automatic) to WordPress, Webflow, Shopify — or clean export.
IndexNow + sitemap pings so crawlers and AI retrieval see it in hours, not weeks.
Citations, Search Console, and GA4 tie every published piece to the visibility it earned.
↺ then it runs again. visibility compounds.
We publish the citable content that gets you into the answer — the direct answer, sourced claims, schema attached.
Sustained citations correlate with becoming a name the models reach for on their own. An edge, not a lock.
We can't see inside model training and don't claim to control it. This is a measured correlation, not a guarantee.
We watch every public move on the queries we track and counter in days — when the gap is a signal gap. When a rival simply has more substance, we tell you that instead.
We watch public AI outputs and public competitor moves only. We do not conceal public AI answers; the boundary we enforce is our own private engine.
the scoreboard
We run our own visibility on five engines — the same instrument we point at clients — and publish the reading here, live. The transparency is the point: no vendor in this category grades itself in public.
Our own first public reading posts here once we go live. We grade ourselves on the same instrument, in the open — no number goes here until it is real.
first public reading posts when we go live
AI visibility is whether assistants like ChatGPT, Claude, Gemini, Perplexity, and Google AI mention and recommend your brand when buyers ask questions in your category. The AI Citation Institute measures it on a frozen query panel across five engines, each query sampled several times per engine, then tracks how the median moves as you publish. AI answers vary by user and over time — we report panel medians, not guarantees.
SEO optimizes for ranked links. AI assistants give one synthesized answer — you are either in it or invisible. The AI Citation Institute optimizes for that answer (GEO/AEO): citable content, schema, entity signals, and indexing, while still feeding classic search.
Every claim is backed by evidence: the exact AI answers before and after, which pages got cited, Search Console impressions, and GA4 sessions attributed to published content. When we change the instrument, we say so on the chart and start a new labeled series. Outages show as gaps, not guesses.
No. The AI Citation Institute drafts content targeting the exact queries where you're invisible, you approve it (or enable auto-publish), and it publishes to your CMS and pings the indexes.
Exclusivity is available — one client per vertical per metro. If you hold it, we decline your competitors there. If you don't, we may work with others on non-conflicting queries.
Tell us your market. We check the seat register, run your baseline on the panel, and quote the engagement. If exclusivity is open in your vertical and territory, you'll know before you pay anything.
Operated tiers + engagement scopes → Operated