Confidence Over Coverage: The Blueprint for AI-Native Test Automation

This whitepaper is a leadership-focused guide that reframes QA around AI‑native principles—shifting from traditional test coverage to lifecycle intelligence, risk‑based prioritization, and explainable automation. It shows how LLMs, self‑healing systems, and governance-by-design create a continuous feedback loop that strengthens release confidence. It also outlines a practical roadmap for becoming an AI‑native QA organization using ACCELQ’s Autopilot platform.