A clearer view. A considered decision.
FROM CUSTOMERS’ WORDS · WITH EVIDENCE
Competitor review analysis.
What do customers praise, what frustrates them — and what should your business test next?
Uses reviews you supply for your business and 2–5 competitors. This tool does not scrape reviews, rank the market or invent missing feedback.
Open a saved report
No automatic browser storage. To keep a report when closing the page or switching languages, download its JSON and reopen it. Imported reports are not automatically rechecked.
Up to 1 MiB. Opening a file does not send an AI request.
YOUR SUPPLIED SAMPLE · AI OBSERVATIONS
From reviews to questions worth testing.
Sample size & available dates
Counts and date ranges are calculated directly from the inputs. Samples may be small or biased; repeated reviews are entries, not proof of additional independent reviewers. Unequal counts do not establish which business is better.
Praise & complaints in the sample
Cited reviews by business
Each cell counts DISTINCT reviews cited for that theme. It is not the frequency in all reviews, a satisfaction rate or a ranking. Zero means no evidence was selected; it does not prove the issue is absent.
Needs worth validating
Hypotheses to explore with customers or small tests, not measured market demand.
Three actions for the owner
What could your website explain?
A competitor complaint does not prove your business has the corresponding advantage. Use a claim only after verifying your own capability and evidence.
Advantages to verify before claiming
Pages or content to consider
Analysis limitations
Complete source sample
Keep the complete report
JSON and printed reports include business names and all original reviews. Keep them somewhere appropriate.
Share a summary
Business names and report details are hidden by default. Opt in to include the summary and three actions; review the exact preview before copying.
YOUR NEXT STEP
Turn an observation into a clear test.
Discuss website content and how to test your offer. Review samples and reports are not automatically transferred to the contact form.