When this service makes commercial sense
This service fits when build, test, and deploy problems are spread across repositories, runners, and environments, and diagnosis costs too much manual investigation. The goal is not a generic pipeline rebuild, but a queryable CI/CD system that exposes regressions, flaky tests, slow jobs, and release risk.