Proof
Case studies
Clarift’s goal is not analysis. It’s execution. These case studies describe what changes when you force one decision.
Activation friction: from 40 comments to one fix
A founder pasted a week of onboarding complaints across reviews and support. Clarift filtered praise/noise, clustered the repeated confusion point, and produced one change to the first-run flow. The team shipped the fix before adding new features and saw fewer “how do I start” tickets the same week.
Retention risk: a workaround that signaled churn
A SaaS builder noticed users exporting data manually to spreadsheets. Clarift treated the workaround as the real signal and compiled a single export decision with verbatim evidence. Shipping the export protected the operational workflow and reduced "we can't use this" cancellations.