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Cafe review snapshot in United States

See the review patterns that stand out, compare the platforms, and open the source reports behind the numbers.

Service is the most common complaint theme, with a 3.9% average share of analyzed reviews across sources with a positive complaint share.

Published reviews
224,597
Listing records
282
Platforms
2
Updated
October 29, 2026

How the review sources compare

Ratings and review volume are shown side by side so differences are easy to spot. The combined row sums listing records across sources. The same business may appear on more than one platform.

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How the review sources compare
Source Average rating Listing records Published reviews
Google Maps 4.55 / 5 209 195,291
Tripadvisor 4.28 / 5 73 29,306
Total 4.48 / 5 282 224,597

What guests mention when something goes wrong

These percentages summarize distinct analyzed reviews with complaint mentions. Open the source counts to see the provider shares behind each market signal.

Each provider share is complaint reviews divided by analyzed reviews. Provider shares are rounded to two decimal places before averaging. The market signal gives equal weight to positive provider shares and excludes zero shares.

  1. 01 Service Analysis of service mentions. Complaint signal 3.9% 3.9%
    Service source counts
    Google Maps

    351 complaint reviews out of 10,250 analyzed reviews · 3.42%

    Review period October 05, 2016 to August 08, 2026

    Data updated October 24, 2026

    Tripadvisor

    220 complaint reviews out of 5,059 analyzed reviews · 4.35%

    Review period March 31, 2013 to June 12, 2026

    Data updated October 24, 2026

  2. 02 Wait Time Analysis of wait time and delays. Complaint signal 3.7% 3.7%
    Wait Time source counts
    Google Maps

    276 complaint reviews out of 10,250 analyzed reviews · 2.69%

    Review period November 23, 2017 to August 06, 2026

    Data updated October 24, 2026

    Tripadvisor

    238 complaint reviews out of 5,059 analyzed reviews · 4.70%

    Review period March 31, 2013 to March 31, 2026

    Data updated October 24, 2026

  3. 03 Value Analysis of value mentions. Complaint signal 2.8% 2.8%
    Value source counts
    Google Maps

    180 complaint reviews out of 10,250 analyzed reviews · 1.76%

    Review period March 10, 2017 to August 03, 2026

    Data updated October 24, 2026

    Tripadvisor

    191 complaint reviews out of 5,059 analyzed reviews · 3.78%

    Review period March 31, 2013 to June 12, 2026

    Data updated October 24, 2026

  4. 04 Noise Analysis of noise and volume mentions. Complaint signal 0.7% 0.7%
    Noise source counts
    Google Maps

    72 complaint reviews out of 10,250 analyzed reviews · 0.70%

    Review period January 11, 2017 to July 30, 2026

    Data updated October 24, 2026

    Tripadvisor

    39 complaint reviews out of 5,059 analyzed reviews · 0.77%

    Review period April 30, 2013 to December 31, 2025

    Data updated October 24, 2026

  5. 05 Location Analysis of location mentions. Complaint signal 0.6% 0.6%
    Location source counts
    Google Maps

    34 complaint reviews out of 10,250 analyzed reviews · 0.33%

    Review period January 11, 2017 to August 08, 2026

    Data updated October 24, 2026

    Tripadvisor

    48 complaint reviews out of 5,059 analyzed reviews · 0.95%

    Review period March 31, 2013 to June 21, 2026

    Data updated October 24, 2026

  6. 06 Atmosphere Analysis of ambiance and setting mentions. Complaint signal 0.2% 0.2%
    Atmosphere source counts
    Google Maps

    17 complaint reviews out of 10,250 analyzed reviews · 0.17%

    Review period March 30, 2019 to August 04, 2026

    Data updated October 24, 2026

    Tripadvisor

    7 complaint reviews out of 5,059 analyzed reviews · 0.14%

    Review period March 31, 2013 to June 12, 2026

    Data updated October 24, 2026

What this market includes

The current United States analysis covers one locality. City and regional views are combined here because they would otherwise repeat the same evidence.

New York

Source reports

Read the platform reports to see the source metrics and narrative behind this market summary.

How to read this analysis

Reviato standardizes public review metrics across sources, then calculates topic signals from distinct analyzed reviews. Platform labels and source reports stay visible so the findings can be checked.

Topic percentages describe distinct analyzed reviews, not every published review. Treat them as a market signal and confirm the pattern in your own recent feedback before acting.

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