Source inventory
Configure Google, Trustpilot, and Tripadvisor sources, then filter stored reviews by source, rating, query, and sort order.
Review Intelligence
Read the patterns Keep the reviews in view.
Sync configured review sources on demand, inspect the stored inventory and deterministic rating trends, then read AI-interpreted themes with citations back to real review rows.
From review to pattern
Interpret the theme without hiding the source.
Stored review rows, deterministic rating math, and cited AI themes remain separate and inspectable.
Deterministic stats
Rating distribution, monthly velocity, average-rating trend, and source mix are computed from stored rows. AI never changes those numbers.
Cited themes
Complaint and praise themes are AI interpretations. Each surviving theme cites at least two current stored review rows.
Stored-data export
Export matching stored reviews as neutralized CSV without running another sync.
Product truth
The review remains closer than the summary.
This illustrative frame shows the output contract, not a customer review set or fabricated testimonial.
| Signal | What the product shows | Source |
|---|---|---|
| Review row | Bounded rating, date, source, title, text, and author | Stored observation |
| Rating trend | Deterministic math over stored review rows | Deterministic aggregate |
| Theme | Summary with expandable review citations | AI interpretation |
Honest limits
On-demand review intelligence, not reputation monitoring.
The page separates collection cadence, deterministic source data, and AI interpretation.
Sync when you choose
Review Intelligence does not continuously monitor sources, send alerts, or post replies.
Numbers from stored rows
Numeric charts use stored normalized reviews. Theme text is an AI interpretation over those rows and is always labelled.
Cite or abstain
A theme survives only with qualifying stored-row citations. If none survives, the product says so and keeps the reviews readable.
Cited interpretation
Find the pattern without losing the source.
Create an account to work with reviews, or start with a free audit of the site.