How millions of signals become one earned distinction.

Evidence before acclaim

Public restaurant evidence goes in. Comparable scores, rankings and awards come out—frozen, tested and traceable at every release.

1.4M+ US restaurants tracked
1B+ review records evaluated
29 Restaurant AI signals

Built on billions of observations Not a panel’s opinion.

More than a decade of public source history. Four steps, run the same way every week. From raw public evidence to a published ranking.

  1. 01 / Step

    Observe

    Public venue, listing and guest-feedback evidence is collected with its source lineage.

    • checkListings, ratings and guest reviews
    • checkSource and capture date kept on every record
    • checkCollected continuously, frozen once a week
  2. 02 / Step

    Resolve

    Records are matched to stable venues, categories and markets before anything is compared.

    • checkDuplicate listings matched to one venue
    • checkCategory and market assigned
    • checkOnly then is anything compared
  3. 03 / Step

    Score

    Eight normalized signals combine into one Restaurant Award Score from 0 to 100.

    • checkEight weighted, normalized signals
    • checkMissing evidence stays neutral
    • checkReview confidence caps at 1,000 reviews
  4. 04 / Step

    Rank

    Eligible restaurants are ordered inside comparable category and geographic cohorts.

    • checkOnly comparable venues compete
    • checkExplicit tie-breakers: same inputs, same ranks
    • checkThe top three earn Gold, Silver and Bronze

AI turns guest language into restaurant intelligence.

Restaurant AI signal intelligence

29 signals describe recurring guest-experience patterns—not certifications, guarantees or automatically published awards.

A guest writing a review on her phone at a candlelit restaurant table 5 signals detected
format_quote One guest review · illustrative

“The handmade pasta was outstanding, our server remembered us and it’s our go-to date night. Also great vegan options for a late dinner.”

  1. restaurant
    Food qualityQuality
  2. diversity_3
    StaffPraise
  3. favorite
    DateOccasion
  4. grass
    VeganDietary
  5. dinner_dining
    DinnerMeal time

29 signals in 5 families

  • restaurant

    Quality

    5     How good is it?
    • Food quality
    • Service
    • Price/value
    • Atmosphere
    • Cleanliness
  • celebration

    Praise

    6     What do guests rave about?
    • Staff
    • Service
    • Freshness
    • Portions
    • Atmosphere
    • Value
  • event_available

    Occasion

    7     When is it the right pick?
    • Date
    • Family
    • Business
    • Groups
    • Casual
    • Quick
    • Late night
  • eco

    Dietary

    6     Can I eat here?
    • Vegetarian
    • Vegan
    • Gluten-free
    • Halal
    • Kosher
    • Organic/natural
  • schedule

    Meal time

    5     When do guests come?
    • Breakfast
    • Brunch
    • Lunch
    • Dinner
    • Late-night eating

Eight signals. One score from 0 to 100.

Restaurant Award Score

No single raw metric can become the verdict. Hover a slice or a signal to see its weight.

0–100 Restaurant Award Score Eight weighted signals
  • functionsConfidence grows logarithmically

    Review volume counts quickly when evidence is scarce, then tapers and caps at 1,000 reviews.

  • scheduleFreshness guards evidence, not the score

    Freshness is tracked as release metadata and is not a weighted score component.

  • balanceMissing evidence stays neutral

    Absent sentiment or operational data is never treated as praise or punishment.

Recognition begins where the ranking ends.

Award eligibility

Every weekly release, the three leading eligible restaurants in each published cohort earn an award. The badge states exactly what was won—and when.

restaurantExample · one cohort, one weekly release
2Silver
1Gold
3Bronze
CategoryItalian RestaurantPlaceAustin, TXFieldTop 3 of 148ReleaseOct 2026
  • workspace_premiumTop three only

    #1 earns Gold, #2 Silver, #3 Bronze. Nobody else in the cohort is awarded.

  • pin_dropSpecific, never generic

    Each award names one category and one place, so a venue can hold several—city, state or national.

  • event_repeatDated and on record

    Awards carry their release date. Past wins stay visible as history, never silently rewritten.

What an award means and what it does not.

checkIt does mean

  • A result earned from public evidence alone
  • A high position in a defined, published comparison
  • Evidence evaluated under the stated scoring and ranking contract
  • A result traceable to a specific weekly release

closeIt does not mean

  • A paid placement: no venue can buy a rank or an award
  • A human inspection, critic review or guarantee of future experience
  • That all configured platforms contributed to every score
  • That every venue has equal source depth or uninterrupted history