5-Phase Journey to AI-Native Operations
Strategic Roadmap | Technical Operations Excellence
Objective: Establish core operational capabilities
Metrics: Alerting live, <15m MTTA, top 10 runbooks
Objective: Achieve target SLOs and error budget governance
Metrics: 99.0% availability, 95% success rate
Objective: Reduce toil below 50%, increase auto-resolution
Metrics: 70% auto-resolution, toil <50%
Objective: Predictive operations and AIOps
Metrics: 80% 48hr prediction accuracy, 50% MTTR reduction
Objective: World-class operations, continuous improvement
Metrics: 99.9% availability, <30s MTTA, 90% auto-resolution
| Metric | Start | End |
|---|---|---|
| Availability | 95% | 99.9% |
| MTTA | Hours | <30s |
| Auto-Resolution | 0% | 90% |
| Toil | >80% | <30% |
| Bot | Primary Responsibility |
|---|---|
| Ops Bot | Incident response, runbooks |
| SRE Bot | Resilience, deployments |
| Observability Bot | Metrics, alerting, dashboards |
| Security Bot | Compliance, secrets |
From Reactive to Autonomous
12 months to world-class AI-native operations.