Measuring Success - KPIs
Measure AI adoption success with clear KPIs: velocity, quality, satisfaction, ROI.
(Spoiler: "Everyone loves it!" is not a metric. Your CFO wants numbers. Hard, cold, beautiful numbers. Prepare your dashboard. 📊)
Key Metrics Dashboard
📈 Velocity
- Sprint points: +30-50%
- Features per sprint: +25%
- Time-to-market: -40%
🐛 Quality
- Bug rate: -20-30%
- Security issues: -25%
- Test coverage: +15%
😊 Satisfaction
- Developer NPS: 8+/10
- Retention: +10%
- Onboarding time: -30%
💰 ROI
- Year 1: 200-900%
- Cost per dev: $10-20/mo
- Savings: $5K+/dev/year
Tracking Methods
- • Surveys: Monthly dev satisfaction
- • Metrics: Jira velocity, bug rates
- • Usage Analytics: AI tool adoption rates
- • Cost Tracking: AI spend vs productivity gains
🎉 Enterprise Pillar Complete!
You've mastered scaling AI across organizations. Now explore the cutting edge.
Start Emerging Topics: Topic 41 →