AI Quality · 25 Jun 2026 · 1 min read
Where AI Fits Into a Modern QE Strategy
AI won't replace your test strategy — but LLM-as-judge, change-scoped impact analysis, and good guardrails will reshape it. Where to start.
Everyone wants "AI in QE." Fewer people can say where it actually pays off. Here's the map I use.
Three places AI earns its seat
- LLM-as-judge for evaluating output correctness where assertions are fuzzy
- Change-scoped impact analysis to run the right regression, not all of it
- Draft generation for tests and fixtures — always human-reviewed
Guardrails first
Prompt libraries, human-in-the-loop review rubrics, and data-handling rules aren't overhead — they're what make AI-assisted work safe to ship.
Start small, measure, and keep a human in the loop.