In software development, Continuous Integration (CI) pipelines are the heartbeat of modern delivery. Yet for many teams, long testing cycles often become a bottleneck, slowing down releases, increasing costs, and putting pressure on engineers. This was exactly the case for one US-based product company, whose growing automation test suite had reached the point where a