Stride vs. Market

The Competitive Positioning Radar (Session 3 Deliverable)

The Discovery & Fit Engine

How riders actually find their place based on culture, not just geography.

The Trust & Verification Layer

How the industry proves who is who. The end of self-reported skills.

Career & Ecosystem Pipeline

The Working Student engine and long-term retention metrics.