Fly Findr

Fly Findr aggregates fishing reports from fly shops and guides across the country, then runs them through an AI pipeline that extracts the useful signal, scores how confident each recommendation is, and matches it to specific rivers, lakes, and creeks — refreshed weekly, with sources cited.

It's one of my favorites because it's a real example of turning messy, unstructured human reports into structured, trustworthy recommendations with AI. That's exactly the kind of system I love building for businesses, too.

• AI extraction pipeline
• Source aggregation & scraping
• Confidence scoring
• Weekly automated updates