Flat riso illustration of a UK harbour high street at dusk: a cobalt dolphin studying a large notice board of numbers and charts outside restaurant shopfronts, banded candy-swirl lighthouse beam overhead, warm ecru background, no text.

Restaurant AI Visibility Statistics (2026): The Numbers, Sourced

Most numbers about restaurants and AI search get passed around with no source, no date and no country attached, which makes them useless the moment anyone checks. This is the sourced version. Every figure below names who measured it, when, and in which market, so you can quote it with confidence and know exactly where it holds and where it is only directional. The short story: the invisibility numbers are large and consistent across independent studies, almost all the hard data so far is from the United States, and the demand-side shift is already measurable in the UK and Germany.

TL;DR

  • Independent US audits put restaurant invisibility in AI answers at roughly 75% for Google AI Overviews and around 83% for ChatGPT.
  • A higher star rating does not protect you: 4.8-star venues were hidden more often than 4.5 to 4.7 star ones in the largest audit.
  • Demand is real and UK-specific: 26% of UK consumers already use AI apps to help decide where to eat or drink.
  • Almost all invisibility data is US-sourced. Treat the percentages as directional for the UK and Germany until local studies exist, which is a gap worth naming rather than papering over.

Across every independent audit run so far, most of them, with remarkably consistent numbers given the different methods. Here is the sourced picture.

StatisticFigureSourceDateMarket
Restaurants never appearing in Google AI Overviews74.9%Local Falcon (10,000 restaurants)May 2026 dataUS
Restaurants invisible on ChatGPT83%Local Falcon (approx 190,000 ChatGPT results vs 16.4M Google)March 2026US
Restaurants invisible on Google (classic) in the same study14%Local FalconMarch 2026US
Multi-location restaurant locations invisible across ChatGPT, Gemini, Perplexity, Copilot and AI Overviews83%Uberall GEO benchmarkMay 2026US
Share of locations ChatGPT recommends vs 35.9% in Google's local 3-pack1.2%SOCi Local Visibility Index (350,000+ locations)Jan 2026US
Share of locations Gemini recommendsapprox 11%SOCiJan 2026US
Share of locations Perplexity recommendsapprox 7.4%SOCiJan 2026US

Four different firms, four different methods, and the same conclusion: a large majority of restaurants are simply not present when an AI engine answers a where-to-eat question. We walk through what causes it and how to fix it in why your restaurant is invisible on ChatGPT.

Does a higher star rating mean more AI visibility?

No, and this is the most counterintuitive result in the data. In the Local Falcon audit of 10,000 restaurants, the best-rated venues were hidden more often, not less.

StatisticFigureSourceDateMarket
Restaurants rated 4.8 stars and above, invisible in AI Overviews69.0%Local FalconMay 2026 dataUS
Restaurants rated 4.5 to 4.7 stars, invisible in AI Overviews60.0%Local FalconMay 2026 dataUS
Restaurants with more than 1,000 reviews, still invisible70.9%Local FalconMay 2026 dataUS

The likely reason is that the highest-rated venues tend to be newer, with thinner review histories an engine hesitates to trust. The full explanation is in the star rating trap.

How many diners actually use AI to choose where to eat?

Enough that this is no longer a fringe behaviour, and here the data is genuinely local rather than borrowed.

StatisticFigureSourceDateMarket
UK consumers who use AI apps to help decide where to eat or drink26%CGA by NIQAug 2025UK
UK consumers using Google Maps for the same, for comparison27%CGA by NIQAug 2025UK
UK diners who trust AI-generated review summaries60%CGA by NIQAug 2025UK
UK diners who would leave a review if an AI assistant asked at the right moment51%CGA by NIQAug 2025UK
German guests who use digital platforms to find a restaurantapprox 70%YouGov, commissioned by METRO and DISHJan 2025Germany
German guests, of those, using classic search engines51%YouGov, commissioned by METRO and DISHJan 2025Germany

AI-assisted restaurant choice in the UK is now essentially level with Google Maps, and the German digital-discovery base is large too. The German-market detail is in our Germany GEO guide for hospitality.

What is actually live: AI Mode and agentic booking

The channel context that makes the numbers matter, with dates.

DevelopmentDetailDateMarket
Google AI Mode live in UK Search and the Google appLiveJuly 2025UK
Google AI Mode can find and book a UK restaurant table directlyVia TheFork, OpenTable, SevenRooms, ResDiary, DesignMyNightApril 2026UK
Google AI Overviews in GermanySigned-in users aged 18 and overMarch 2025Germany
Google AI Mode in GermanyLiveOct 2025Germany
TheFork integrated into ChatGPT for bookingSelected European countries; no confirmed Germany dateDec 2025Europe

The honest gap in the data

Almost every invisibility statistic above is US-sourced. There is, as far as we can establish, no recurring UK or German study measuring how many local restaurants appear in AI answers, and no one anywhere is tracking it as a daily time series rather than a one-off snapshot. So the responsible way to use these figures is as directional for a British or German market, not as verified local truth. That gap is precisely why ongoing, market-specific measurement matters: the only way to know your own number is to run the real queries your diners use, across the real engines, and record who gets named.

How to cite these figures

Use the source, date and market columns as given. When quoting an invisibility percentage outside the US, say "US data, directional for the UK" rather than presenting it as a local finding. The demand-side UK and German figures (CGA by NIQ, YouGov for METRO) can be cited as local. For the difference between this kind of AI-answer visibility and classic search ranking, see AEO vs GEO vs SEO.

Disclosure: Schmitdy is our own AI search service at AI Heroes, so treat the offer here as the maker's case rather than neutral advice. We track these engines daily for the restaurants and groups we work with, which is how we know the snapshot numbers above move over time and vary by city and cuisine. If you want your own figure rather than a borrowed one, the free AI search audit shows how often the major AI engines name your venue for the questions your diners actually ask.

Frequently Asked Questions

Marco Lobo
Marco Lobo

Founder, Schmitdy

Marco builds AI search growth systems that turn prompts, sources, content, and agents into revenue.

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