Market review analysis

Cafe review snapshot in United States

Service is the most common complaint theme, with a 6.1% average share of analyzed reviews across sources with a positive complaint share.

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

Published reviews
226,263
Listing records
284
Platforms
2
Updated
Oct 08

Platform comparison

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.

Google Maps

Average rating

4.55/ 5

Listing records

209

Published reviews

195,073

Tripadvisor

Average rating

4.29/ 5

Listing records

75

Published reviews

31,190

Total

All sources

Average rating

4.48/ 5

Listing records

284

Published reviews

226,263

Recurring themes

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 6.1% 6.1%
    Service source counts
    Google Maps

    568 complaint reviews out of 10,242 analyzed reviews · 5.55%

    Review period October 05, 2016 to August 04, 2026

    Data updated October 03, 2026

    Tripadvisor

    346 complaint reviews out of 5,189 analyzed reviews · 6.67%

    Review period March 31, 2013 to June 12, 2026

    Data updated October 04, 2026

  2. 02 Wait Time Analysis of wait time and delays. Complaint signal 4.3% 4.3%
    Wait Time source counts
    Google Maps

    302 complaint reviews out of 10,242 analyzed reviews · 2.95%

    Review period November 23, 2017 to July 31, 2026

    Data updated October 03, 2026

    Tripadvisor

    290 complaint reviews out of 5,189 analyzed reviews · 5.59%

    Review period March 31, 2013 to March 31, 2026

    Data updated October 04, 2026

  3. 03 Value Analysis of value mentions. Complaint signal 3.6% 3.6%
    Value source counts
    Google Maps

    278 complaint reviews out of 10,242 analyzed reviews · 2.71%

    Review period March 10, 2017 to August 03, 2026

    Data updated October 03, 2026

    Tripadvisor

    232 complaint reviews out of 5,189 analyzed reviews · 4.47%

    Review period March 31, 2013 to June 12, 2026

    Data updated October 04, 2026

  4. 04 Location Analysis of location mentions. Complaint signal 2.0% 2.0%
    Location source counts
    Google Maps

    143 complaint reviews out of 10,242 analyzed reviews · 1.40%

    Review period January 11, 2017 to August 08, 2026

    Data updated October 03, 2026

    Tripadvisor

    138 complaint reviews out of 5,189 analyzed reviews · 2.66%

    Review period March 31, 2013 to June 21, 2026

    Data updated October 04, 2026

  5. 05 Noise Analysis of noise and volume mentions. Complaint signal 0.8% 0.8%
    Noise source counts
    Google Maps

    75 complaint reviews out of 10,242 analyzed reviews · 0.73%

    Review period January 11, 2017 to July 30, 2026

    Data updated October 03, 2026

    Tripadvisor

    46 complaint reviews out of 5,189 analyzed reviews · 0.89%

    Review period April 30, 2013 to December 31, 2025

    Data updated October 04, 2026

  6. 06 Atmosphere Analysis of ambiance and setting mentions. Complaint signal 0.8% 0.8%
    Atmosphere source counts
    Google Maps

    76 complaint reviews out of 10,242 analyzed reviews · 0.74%

    Review period March 30, 2019 to August 04, 2026

    Data updated October 03, 2026

    Tripadvisor

    40 complaint reviews out of 5,189 analyzed reviews · 0.77%

    Review period March 31, 2013 to June 12, 2026

    Data updated October 04, 2026

Geographic coverage

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.

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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