An AI testing strategy for a SaaS team is about placement. You gate a small, scoped set of tests on every PR, run a small insurance suite of critical flows on a schedule, and leave the subjective, open-ended work to exploratory testing, human or agent. You don't test everything everywhere. You put the right check at the right stage, so you can merge and ship without a person clicking through the whole app before each release.

Writing code sped up; review is where the work now waits. Faros AI's 2026 report on 22,000 developers found the median time in code review rose 441.5% as teams moved to high AI adoption.…