Sort checks by timing
Place model monitoring checks in pre-deploy, live, or delayed-label review windows.
Place each check in the timing window where it primarily belongs. Pre-deploy gate Live production monitor Delayed-label review Candidate model must beat baseline on agreed offline metrics Critical slices must not regress beyond launch thresholds Training and serving schema expectations are validated before release P95 and P99 inference latency are watched under real traffic Feature freshness and missingness are checked every serving window Automated approval or rejection volume is compared to baseline True accuracy is recomputed when outcome labels mature Customer lifetime value impact is reviewed after the observation period Outcome parity is reviewed once enough labeled cases accumulate
Sign up free — one personalized lesson every day, matched to your role and goals.
Already have an account? Sign in