Validate by niche
Honest viability data for your niche, before you raise
Each page aggregates real Preuve AI scans for one niche. See the score distribution, the failure patterns, and the pivot paths that kept the top 20% alive.
/validate/fintech
24.9%
score 70+ rate
Get a free fintech idea validation score, real demand signals, and pivot guidance before you raise.
See fintech benchmark
/validate/saas
19.9%
score 70+ rate
Get a free SaaS idea validation score, real demand signals, and pivot guidance before you write code.
See saas benchmark
Coming next
Health, edtech, ecommerce, and ai-agent niches publish once we cross 500 scans each. Quarterly snapshot refresh tracks cohort growth.
FAQ
How are these niche benchmarks calculated?
Each benchmark aggregates scans completed on Preuve AI for that niche. We classify each scan with a deterministic regex on the idea text, then average score, count score-70+ outcomes, and compute median TAM. Snapshots refresh quarterly.
Why only two niches at launch?
We only publish a niche page once we have at least 500 scans for it. Below that, the aggregate is too noisy to be useful. Fintech and SaaS hit the bar at launch. Health, edtech, ecommerce, and ai-agent will follow as their cohorts grow.
Does my data appear here?
Only as anonymous aggregate counts. We never publish your idea text, name, email, or any identifying field. The minimum dataset size for any public stat is 50.