Challenge
Discovery tools often dump raw screeners without explaining why a match fits someone’s existing preferences and risk comfort.
Back to work
Founder-built products, demos, and prototypes by Marshall Buchner / MDB Labs. Labels reflect accurate status — not client endorsements unless explicitly stated. Founder-built demo. Not financial advice; scores are informational product UX, not investment recommendations.
Founder-built demoApp & softwareInvesting toolsFounder-built demo
StockScout
Find your next investment idea — pick stocks or cryptos you already like and get personalized matches with explainable StockScout scores.
Founder-built demo. Not financial advice; scores are informational product UX, not investment recommendations.
Approach
Designed a guided flow: seed with favorites, set risk preference, then surface scored matches with simple explanations.
Outcome
A founder-built discovery demo for personalized ticker matching.
Highlights
- Preference-seeded discovery flow
- Risk preference control
- Explainable match scoring concept