A critical bug reaches production even though a test case existed for it, buried in a spreadsheet, last updated 8 months ago, for a version of the app that no longer exists.
AI-driven solution: AI-driven test management continuously cross-references your test suite against actual code changes and product updates — flagging outdated, redundant, or missing test cases in real time. Instead of relying on someone remembering to update a doc, the system tells you exactly which tests no longer match reality, and even drafts replacements based on the new logic.
QA stops being an archive of old assumptions and becomes a living, self-correcting system, one that actually reflects the product you're shipping today.
Stale test cases are silent risks. The scariest bugs aren't the ones you missed, they're the ones you thought you already covered.