Google Maps
Complaint signal is 10.1%.
Praise signal is 44.8%.
Baseline signal is 7.7%.
Delta vs baseline is 2.4 points.
Topic
What restaurant reviews say about service in Pennsylvania, United States
Service appears in 9.9% of analyzed complaint excerpts in this market.
Google Maps is above the baseline by 2.4 percentage points.
- Confidence
- 13,321
- Reviews analyzed
- Last update
- August 09, 2026
- 2 platforms in the sample
At a glance
Share of complaint snippets where this topic appears by platform.
This metric tracks topic presence in complaint snippets, not positive versus negative sentiment split.
Balance is praise minus complaint for this topic on the same platform.
Tripadvisor
Signal balance: +51.4pp
Complaint signal
9.8%
Praise signal
61.2%
Google Maps
Signal balance: +34.8pp
Complaint signal
10.1%
Praise signal
44.8%
How this market compares
Compare this subdivision with country-level Restaurants patterns.
Largest gap:
Google Maps is above baseline by 2.4 points.
Google Maps
Country baseline
7.7%
Tripadvisor
Country baseline
10.9%
Platform-by-platform signal
Compare complaint and praise mentions by source, including the available baseline.
Tripadvisor
Complaint signal is 9.8%.
Praise signal is 61.2%.
Baseline signal is 10.9%.
Delta vs baseline is -1.1 points.
Largest difference from baseline
This is the largest measured difference between the current market and its available baseline.
Google Maps
2.4pp aboveCurrent signal is above baseline by 2.4 points (current 10.1%, baseline 7.7%).
Tripadvisor
1.0pp belowCurrent signal is below baseline by 1.0 points (current 9.8%, baseline 10.9%).
What reviewers keep mentioning
These themes appear most often in the analyzed excerpts for this market.
Tripadvisor
Top complaints
The service was terrible.
Tripadvisor
Top complaints
Great food, poor service
Tripadvisor
Top complaints
Poor service
Tripadvisor
Top praises
Service was excellent.
Tripadvisor
Top praises
Great service.
Tripadvisor
Top praises
Excellent service.
Google Maps
Top complaints
Horrible service
Google Maps
Top complaints
22% service charge for a party of 4.
Google Maps
Top praises
Great service.
Google Maps
Top praises
Great service
Google Maps
Top praises
Service was great.
Representative review quotes
These excerpts show the review language behind the measured signal.
Tripadvisor
Praise quote
Staff were warm and friendly.
Review rating: 5.0
Google Maps
Complaint quote
The food was bland and disappointing, the shepherd's pie was just meh, and while our waitress was very friendly, the service was painfully slow even though we went early on a Monday and the place was almost empty.
Review rating: 2.0
What the signal means
Coverage
147 insight listings mention Service in this scope.
Signal strength
Complaint signal is 9.9% across available platforms.
Praise signal is 53.0% across available platforms.
Next step
Pick one issue worth checking, then use recent reviews to see whether the pattern is still present.
Compare Pennsylvania, United States with the national Restaurants pattern to see what stands out locally.
Use the Service signal to decide where to look, then check it against recent feedback from your own Restaurants.
Evidence behind this topic
- Service groups review language such as service, staff, assistance, support, help, and slow service, so the signal stays tied to concrete guest wording rather than a generic score.
- Pennsylvania, United States, Restaurants uses 13321 analyzed reviews across 2 platforms, 1 locality records, and 147 supporting insight listings for Service.
- Google Maps has the strongest complaint signal for Service at 10.0%, compared with a measured average of 9.9% across platforms.
- Tripadvisor has the strongest praise signal for Service at 61.2%, compared with a measured average of 53.0% across platforms.
How reliable is this signal?
Check how much evidence is available and when it was last updated before relying on the finding.
Reviews analyzed
13,321
Collected reviews: 214,020 · Analysis coverage: 6.2%
Platforms covered
2
Last update
August 06, 2026
Reports behind this finding
Open the source reports behind this topic to check the platform metrics and surrounding analysis.
Google Maps
RestaurantsWhat Google Maps reviews show about atmosphere at Philadelphia restaurants
Atmosphere appears in the Google Maps review sample for Philadelphia restaurants. For operators, the useful question is whether recent reviews for their own business show the same pattern; the market sample cannot diagnose one venue or explain a cause.
Philadelphia · July 28, 2026
Read Full Insight
TripAdvisor
RestaurantsWhat TripAdvisor reviews show about location at Philadelphia restaurants
Location appears in the TripAdvisor review sample for Philadelphia restaurants. For operators, the useful question is whether recent reviews for their own business show the same pattern; the market sample cannot diagnose one venue or explain a cause.
Philadelphia · July 28, 2026
Read Full Insight
Keep exploring
Compare this finding with another topic or a broader market.
Compare another market
This page covers Restaurants in Pennsylvania, United States. Compare it with the country view to see whether the difference is regional.
Other themes in this market
Compare other themes in Pennsylvania, United States, Restaurants to see whether this finding stands alone or belongs to a wider pattern.
Where to go next
Compare the broader market or return to the topic library.