01The Challenge
Most AI fitness apps are black boxes — they generate plans you can't trust or audit, and can quietly recommend unsafe loads. Gymmie needed the opposite: training decisions that are deterministic, versioned and replayable, with AI contributing clarity rather than unpredictable judgement.
02Our Approach
We built a server-side, versioned workout-prescription engine where readiness gates and safety checks constrain training before any plan is shown. AI is layered strictly on top as narrative — explaining, never deciding. A cached dashboard snapshot delivers fast first paint with streamed insights, transactional completion keeps data integrity, and a deep internal tooling suite gives the team full observability over the system's decisions.