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Diners ask AI where to eat. Are you on that list? See how often ChatGPT, Claude, Gemini & Perplexity name you — and how to climb.
Tracking recommendations from
One report for every way a diner asks. See your presence by persona, by engine, and against the rivals AI actually names.
Presence, by who's asking
AI doesn't rank — it recommends. We measure how reliably you're named for each kind of diner.
AI presence · this week
Named in 63% of questions
- Group organisers100%
- Business hosts75%
- Families with kids75%
- Date-night couples50%
- Special-diet diners40%
Every engine, one question
The same query runs across all four engines — so you see who names you and who sends diners to a rival.
“Best date night dinner near me?”
- ChatGPTnames you 2nd
- Claudedoesn't mention you
- Gemininames you 1st
- Perplexitycites a rival
The shift
Search is becoming a single answer.
When someone asks an AI assistant “where should I take a date tonight?” they don't get ten blue links. They get a short list — often three names. If you're not on it, you're invisible, and you'll never see the reservation you lost.
Review counts and SEO don't decide that list. The way AI models weigh menus, reviews, editorial coverage, and the exact phrasing of the question does. That's a new surface — and right now it's unmeasured.
Presence, not rank
AI doesn't rank restaurants. It recommends them.
Ask an assistant the same question twice and you get different answers — there is no “position one” to hold. What matters is presence: how reliably AI names you when a real diner, in a real moment, asks.
Generic “best restaurant in London” queries measure a diner who doesn't exist. We ask the way your guests actually ask: by occasion, by party, by diet. So you see where you're strong, and where AI is quietly sending diners elsewhere.
One restaurant, by who's asking
Strong for groups. Invisible to special diets.
Named in 63% of questions overall — but the average hides the gaps that cost you covers. Rank tracking can't see this. Presence can.
How it works
A new audit every week. The leaderboard updates the morning after.
We ask the way diners ask
80–150 natural-language queries per neighborhood across cuisine, occasion, location, and preference — phrased like real people, per diner persona.
Across all four AI engines
Every query runs against ChatGPT, Claude, Gemini, and Perplexity in parallel, with their citations captured.
Scored into a leaderboard
We parse every recommendation, classify the sources, and score each restaurant on five dimensions — published as a public leaderboard.
The score
Presence tells you how often. The score tells you why.
Behind the presence numbers is a 0–100 read blended from five measures, so owners know exactly which lever moves the needle — and which rivals hold the ground they want.
Mention Frequency
How much of the query matrix names you.
Position
How high you land when you appear.
Cross-Engine
How many of the four engines agree.
Context Richness
How much detail AI gives — price, vibe, dishes.
Source Diversity
The breadth of sources backing you up.
0–100
Your neighborhood rank, weekly.
For restaurants
Stop guessing why AI skips you.
Claim your restaurant for a full audit: per-engine breakdowns, the menu and experience claims AI gets wrong, your strongest and weakest occasions, the booking sources AI sends diners to, and the competitors you're actually measured against.
What restaurants get- ✓Why AI isn't recommending you — and what to fix
- ✓Hallucination alerts when AI gets your details wrong
- ✓Occasion-by-occasion visibility map
- ✓Your real competitive set, measured + web-grounded
FAQ
Questions diners and owners ask.
What is DineVisible?+
DineVisible is an AI restaurant visibility leaderboard. It measures how often ChatGPT, Claude, Gemini, and Perplexity recommend each restaurant in a neighborhood when diners ask where to eat, and ranks them with a 0–100 visibility score updated weekly.
How does DineVisible measure AI restaurant visibility?+
For each neighborhood DineVisible generates 80–150 natural-language queries across cuisine, neighborhood, occasion, and preference, then runs every query against ChatGPT, Claude, Gemini, and Perplexity in parallel. It parses which restaurants each answer names, captures the cited sources, and scores each restaurant on five dimensions.
What are the five scoring dimensions?+
Mention Frequency (30%) — how much of the query matrix names you; Position (25%) — how high you land when you appear; Cross-Engine consistency (15%) — how many of the four engines agree; Context Richness (15%) — how much detail AI gives such as price, vibe, and dishes; and Source Diversity (15%) — the breadth of sources backing you up.
What is AI presence for a restaurant?+
AI presence is how reliably an AI assistant names a restaurant when a real diner asks for a recommendation — for example, being named in 63% of the questions diners ask in a neighborhood. Because AI assistants are probabilistic and give different answers each time, presence (how often you appear) is a more honest measure than a fixed rank position.
Why measure AI presence instead of AI rank?+
Large language models have no fixed 'position one' — ask the same question twice and the answer changes. Rank tracking, borrowed from Google SEO, hides this. DineVisible measures presence in context: how often AI recommends you for the questions your actual guests ask, broken down by diner persona such as date-night couples, business hosts, families, group organizers, and special-diet diners. A restaurant can be present 100% for groups yet nearly invisible to diners with dietary needs — the kind of gap generic rank tracking misses.
Which AI engines does DineVisible track?+
DineVisible tracks recommendations from four AI engines: ChatGPT (OpenAI), Claude (Anthropic), Gemini (Google), and Perplexity. Each query runs against all four so the ranking reflects consensus rather than a single model.
How much does DineVisible cost?+
The public neighborhood leaderboard is free forever. The Pro audit for a single restaurant is $39/month and adds per-engine breakdowns, weekly tracking, hallucination detection, and action plans. Group is $129/month for up to five locations, and Enterprise is custom for chains of 20+ locations. No card is required to start.
Where is DineVisible available?+
DineVisible is live across London neighborhoods, starting with Shoreditch, with more cities opening. New neighborhoods open on demand — when a restaurant claims its area, that neighborhood is added to the audit queue first.
How is this different from SEO or Google rank tracking?+
Traditional rank trackers watch Google's ten blue links. DineVisible watches the single answer AI assistants give when a diner asks for a recommendation — a different surface decided by how models weigh menus, reviews, editorial coverage, and the phrasing of the question, not by SEO or review counts alone.
Find out where AI ranks you this week.
Run a free instant audit in 30 seconds, browse the live leaderboard, or claim your restaurant for the full report. Live across London — more cities opening.