The math is the source of truth, not the AI
Before a single sentence of coaching is generated, Rankup computes metrics directly from Riot match and timeline data: deaths by game phase, CS at fixed timestamps, objective participation windows, ward placement quality, recall timing. The AI receives only these computed metrics and is instructed to explain them — never to add claims of its own.

