# 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.

- **Fintech**  
  24.9%  
  score 70+ rate  
  Aggregate viability data from 571 fintech scans, before you raise or apply for a license.  
  [See fintech benchmark→](/content/validate/fintech/index.html)
- **SaaS**  
  19.9%  
  score 70+ rate  
  Aggregate viability data from 558 SaaS scans, before you write a line of code.  
  [See saas benchmark→](/content/validate/saas/index.html)
- 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.