Acceptance criteria
Identify time saved, throughput, completion and quality indicators with stated assumptions.
Why it matters
Risk without value is a brake. Value without risk is a blind spot.
How to verify
Value indicators for pilot functions, shown with their assumptions.
OWASP adoption context
Productivity and value evidence can be assessed across adoption tiers; the workflow, baseline and assumptions determine meaningful comparisons.
Framework mappings
Time saved, throughput and quality indicators with stated assumptions inform benefit assessment and context-relevant AI performance evaluation against chosen responsible-use objectives. Their meaning and validity need evaluation; reporting business-value metrics alone establishes neither realized benefit nor security effectiveness.