You’re absolutely right to be cautious—many vendors toss around the term “AI” without backing it up with real functionality. However, true AI-based testing tools can provide serious benefits when implemented properly. The key is knowing what to look for and how to separate fact from fiction. Real AI testing tools for QA managers offer more than automation—they help scale your testing strategy with intelligence. For example, AI can optimize test execution by detecting flaky tests, clustering them by relevance, and even recommending which tests can be skipped in specific scenarios like hotfix deployments. This translates to tangible time and resource savings.