Automated
testing

Regression at scale
Continuous CI/CD feedback
Cross-environment consistency

SPEED

AI
optimization

Smart test prioritization
Self-healing locators
Maintenance overhead cut

INTELLIGENCE

Manual
testing

Exploratory validation
UX judgment calls
High-context edge cases

JUDGMENT