Restaurant AI check
See what AI says about your restaurant.
The free Guest Read™ shows what AI thinks your restaurant is, what it may be missing, and the first signal to fix.
See what DoorDash, Google, ChatGPT, and Perplexity say about your restaurant.
This free Guest Read shows you how AI currently interprets your restaurant, what it may be missing, and the first signal to fix.
It reads the public signals machines can find across your website, reviews, maps, delivery platforms, and social presence — then shows you where the story is clear and where important details may be getting lost.
First, you see the sentence AI uses to describe you.
Your AI Hook™ — The three-sentence description AI currently uses to explain your restaurant to guests. This is often the first impression guests receive before they ever see your menu. Most operators have never read it. Most are surprised by it.
Then you see how easily AI can tell what kind of restaurant you are.
Identity Clarity Rating™ — A 1–10 score measuring how fast AI can understand your concept, audience, and best use case. If AI can't confidently place you, it usually won't confidently recommend you.
Then you see how clearly your experience comes through.
Vibe Index™ — See how clearly your experience comes through. This isn't about popularity. It's about how clearly your experience is communicated to the systems that select restaurants.
Then you get the short list of what to change first.
Prioritized Signal Fixes — 3–5 practical corrections ranked by what will move the needle fastest. Focused on the digital signals AI uses most: Google Maps Reviews Delivery platforms Social Website Designed to be implemented this week.
Finally, you get it all in one page you can hand to someone else.
Signal Brief™ — A concise summary of your current Interpretation Gaps and the highest-priority actions to take first. Share it with whoever manages your website, listings, reviews, or marketing.
This Guest Read doesn't tell you whether your food is good. It tells you whether the systems now influencing restaurant discovery can understand what makes your restaurant worth choosing — and what they may be missing.
You don't need to describe your food. That's the point.
Free Guest Read. No account required. Just your restaurant's name and city.
We use the restaurant name and city to read publicly available information online. Your results are not published. No login required.
Readings may be saved and used, in anonymized form, as part of our ongoing research into how AI interprets businesses.
A restaurant read looks at how AI interprets public information. It is not a judgment of the food or service, or a measurement of orders lost.
What AI thinks you are · What it missed or confused · What to fix first
What AI thinks you are
See how AI currently describes and categorizes your restaurant.
What it missed or confused
Find the identity, occasion, vibe, or platform signal creating the gap.
What to fix first
Get suggested language and one clear priority action.
Watch the decision happen
Your next guest may ask AI where to eat.
The answer depends on what AI can understand and verify about your restaurant.
Guest
“Where should I take my wife for a quiet anniversary dinner?”
AI
Example AI response
Illustrative exchange · No sound
I'm Margaret, The Food Architect™.
I don't fix restaurants. I help the machines stop underrating the ones you've already built.
You've done the hard part: making a room people love. Let's make sure the systems that send them there can love it too.
Restaurant groups · up to 5 locations
Wrong hours. Wrong address. Across more than one location.
Give your team one evidence-backed plan for the public information that needs correcting across your group—not another task to figure out alone.
Signal Integrity Audit™ for Groups · first two groups only.
- Evidence by location and an agreed set of up to 10 corrections.
- Two implementation sessions and an included 30-day re-check.
- Complete Operator Guide: Second Edition included for your team—no additional $47 payment.
$2,500 · one payment
See the group audit offerWho are you responsible for?
Pick the situation closest to yours.
Does this sound familiar?
Three situations operators bring to us most often.
Find the gap before it costs another order.
Guests experience the restaurant. AI doesn't. It reads the signals already published about you to decide what you are, who you're right for, and when to recommend you. The Interpretation Gap™ is the distance between the two.
How the Interpretation Gap™ worksOperator Feedback
“High impact. Easy to implement.
The before/after rewrites are strong.”
Signal correction in practice
From excluded to selected — in 6 weeks.
A 42-seat modern Filipino restaurant in a competitive metro market. No ad spend increase. No new reviews. Just signal architecture.
Before signal correction
ChatGPT described the restaurant as 'a casual American grill' — they serve modern Filipino cuisine.
Google AI Overview omitted them entirely for 'best restaurants in [city].'
Yelp AI matched them to 'quick lunch spots' instead of date-night occasions.
After signal correction
ChatGPT now references their tasting menu and describes them as 'modern Filipino fine dining.'
Google AI Overview includes them in city-level recommendation summaries.
Yelp AI routes anniversary and celebration queries to them directly.
"We didn't change our food. We didn't change our service. We changed how AI understood what we already were."
— Owner, 42-seat modern Filipino restaurant
Restaurants stay unnamed unless they give us written permission to name them.
Published Observations
The observations are published, not promised.
Real restaurants, read as the machines read them. Each observation names the gap between what a business is and what it is understood to be.
What the data shows.
Hospitality strategy has always focused on how guests feel.
Now it must also account for how machines understand.
As AI becomes part of how people discover where to eat, signal clarity becomes operational. Not marketing. Infrastructure.
Margaret Arias is the founder of The Food Architect, an independent research and advisory practice studying how AI interprets hospitality and helping operators preserve the integrity of that interpretation.
The benchmark is being rebuilt
I’m rebuilding my restaurant benchmark with a method anyone can repeat: real AI answers, saved sources, and checks against the evidence. Until it’s published, I share observations from individual reads, not benchmark scores.
The landscape right now
Five AI systems are already selecting who gets recommended.
Each one selects from your signals. None of them call to ask what you meant. If your signal is unclear, you are excluded.
Google AI Overviews
Summarizes your restaurant in 2 sentences — or doesn't mention you at all.
ChatGPT
Answers 'best Italian near me' from training data and web signals you may not control.
Perplexity
Cites sources. If your language is vague, it cites your competitor instead.
Yelp AI Assistant
Matches guests to restaurants by occasion and vibe — using your own reviews against you if the signal is unclear.
DoorDash AI
Now auto-generates menu descriptions and edits dish photos for merchants — rewriting your signal before a guest ever reads it.
This is not five separate problems. It is one Selection Exclusion problem expressed five ways. Signal Integrity™ is the fix.
Free guide — based on 100+ restaurant audits
The 3 Signal Leaks That Make AI Misread Your Restaurant
Most restaurants don't have a visibility problem — they have an interpretation problem. AI sees you. It just reads you wrong. This guide shows you the three most common leaks we find in every audit, and how to spot them yourself.
No credit card. No spam. Instant delivery.
Common Questions
Understanding AI Selection Intelligence
If the read shows a gap
The Guest Read tells you what's wrong. The Complete Operator Guide tells you what to write.
The correction frameworks and the exact wording patterns, in the order to change them in. $47, one time.
Guest Read · Free
- How AI describes your restaurant right now
- How clearly it can tell what kind of place you are
- The main gap costing you recommendations
Complete Operator Guide: Second Edition · $47
- What to correct first, in order of impact
- The exact wording to use on your listings, menu, and website
- A one-page plan you can hand to whoever updates your pages
Larger operations move to the $197 Signal Vault™ (do it yourself) or the $2,500 Signal Integrity Audit™ (verified for you, by inquiry).
Start with the free Guest Read. The plan is offered after you see the gap — never before.
See all the ways to work togetherFor Operators Seeking Deeper Clarity
Strategic Interpretation Inquiry
Some visibility challenges require interpretation beyond what automated systems can provide — portfolio-level signal architecture, multi-concept identity separation, or market repositioning through the AI discovery layer.
If your situation involves that level of complexity, this is an open channel for strategic conversation.