Every deploy now passes through Max-Q, an automatic shadow test. Karman replays a slice of your live traffic against the new version and compares it with the current one, side by side.
If latency, cost or output quality drifts beyond the limits you set, the rollout stops before a single user is affected.
What gets measured
Max-Q compares p50 and p99 latency, cost per request, error rate and — for language models — semantic drift between the two versions’ answers. Results appear in Mission Control next to each release.