12.1Overview

Every generation of testing tools brings a silver bullet promise. In the 2010s it was "codeless automation." In the early 2020s it was "self-healing tests." In 2025-2026 it is AI. None of these promises are fully true — but buried under the hype, there are real, practical applications that are already delivering value. Separating signal from noise is the QA engineer's job.