Two reports mined from real reviews: the pain points customers hit, with a verbatim language bank, and the trust signals that win them over.
Built by the team that ran 20+ brands with three people.
It scrapes customer reviews across up to seven sources you choose: Google Maps, Trustpilot, the App Store, Google Play, Reddit, G2 and Capterra. It then mines the low-rated reviews for pain language and the high-rated ones for trust signals. Every finding is counted and sourced to a real quoted review in code before any model runs, so you can verify each claim against the source. A local Claude call clusters and labels what the code already found.
Two reports mined from real reviews: the pain points customers hit, with a verbatim language bank, and the trust signals that win them over.
A real sample of the output sits here, so you see the result before you take it.
It runs on your own Apify account and your own Claude Code, not our servers.
It forecasts the spend before it runs, and stops at a budget cap you set. A medium run costs in the range of 3-8 USD.
It counts and sources each phrase to a quoted review before any model runs.
Fill a small config with your market and pick which review sources to read. Google Maps on its own is a complete run; the others are there for SaaS, apps and open discussion.
It forecasts the spend before it touches anything and stops at a cap you set. A typical run stays inside Apify's free monthly credit.
You get a tiered pain-point taxonomy with a verbatim language bank you can add to your copy right away, plus the trust signals from positive reviews. Every finding traces to a real quote. A good starting point for any further AI-driven analysis or ad creation.
Claude and your own Apify account. There is no key to buy from us.
It reads public reviews rather than your systems, so there is nothing to connect. You pick from seven sources: Google Maps, Trustpilot, the App Store, Google Play, Reddit, G2 and Capterra. Google Maps alone is a complete run; the rest suit SaaS, apps and open discussion.
Yes. The free tools are yours to use in your own work. Software products are MIT-licensed.
No. There is no form on this page. You can subscribe if you want the new tools as they land, but the download never asks.
It only knows what people wrote down publicly, so a market that does not review will come back thin, and it labels a finding directional when the sample is small rather than hiding it. It gives you their language and the gap. Deciding what to say about it is still yours.
Two reports mined from real reviews: the pain points customers hit, with a verbatim language bank, and the trust signals that win them over.
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