How AI Changes Testing
AI accelerates analysis, detects patterns faster, and reduces repetitive effort, but it should augment testers—not replace them.
High-Value Use Cases
- Test case generation assistance
- Failure pattern clustering
- Visual comparison automation
- Change impact analysis
Adoption Strategy
Start with productivity improvements first. Use AI to reduce analysis time and improve feedback speed before moving toward autonomous workflows.