Trust
Provenance & method
Where every number came from, and why the quotes can be trusted. Nothing in this report is mocked or hand-edited.
● Real data · verified
Source
Google Places API (live)
Analysis model
claude-sonnet-4-6
Pipeline version
1.0.0
Captured
June 4, 2026
Businesses analyzed
| Business | Role | Google rating | Reviews read |
|---|---|---|---|
| Café Grumpy | subject | 4.4 ★ | 5 |
| Devoción | competitor | 4.5 ★ | 5 |
| Variety Coffee Roasters | competitor | 4.3 ★ | 5 |
| Partners Coffee | competitor | 4.4 ★ | 5 |
The verbatim guarantee
Every quote shown anywhere in this report is checked to be an exact substring of a stored review before the report can ship. If a single quote fails that check, the build fails and the report never goes out. The model reads, groups, and scores the reviews, but it cannot put words in a customer’s mouth.