Product AI readiness became more measurable

Readiness signals and operational analytics replaced generic dashboard indicators with more useful product evidence.

What changed

• Readiness is considered through use-case-specific signals.
• Operational analytics provide a clearer view of activity and outcomes.
• Teams can see where more implementation or review evidence is needed.

Why it matters

Leaders can discuss the next bounded improvement using evidence rather than a generic adoption score.

Scope: Metrics are decision support, not proof that a use case is safe or ready for every audience.