Initiative Planning

6.2 days

4.5 days

Dependency mapping late

Dependency capture during planning

1.7 days saved

Assignment to Execution

2.4 days

1.2 days

Owner confirmation delay

AI owner recommendation and SLA reminder

50% faster start

Blocker to Escalation

3.1 days

1.0 day

Escalation rules unclear

Policy-based escalation owner

2.1 days saved

Dependency Resolution

5.6 days

3.0 days

Cross-cloud handoff gaps

Shared dependency workspace

$420K exposure reduced

Lessons to Improvement

21 days

14 days

Review delayed after resolution

Auto-create improvement review

33% faster learning loop