Implementation Roadmap

5-Phase Journey to AI-Native Operations

Strategic Roadmap | Technical Operations Excellence

5
Phases
12
Months
90%
Auto-Resolution Goal
99.9%
Availability Target

Phase 1: Foundation (Month 1-2)

Objective: Establish core operational capabilities

  • Deploy Grafana Alerting
  • Implement PagerDuty integration
  • Create incident response playbooks
  • Build runbook automation framework
  • Establish on-call rotation

Metrics: Alerting live, <15m MTTA, top 10 runbooks

Phase 2: Reliability (Month 3-4)

Objective: Achieve target SLOs and error budget governance

  • Error budget dashboard & automation
  • Post-mortem workflow automation
  • Feature flags infrastructure
  • First chaos engineering GameDay
  • Canary deployment pipeline

Metrics: 99.0% availability, 95% success rate

Phase 3: Automation (Month 5-6)

Objective: Reduce toil below 50%, increase auto-resolution

  • Automated incident triage
  • Self-healing runbooks (top 5 alerts)
  • Capacity auto-scaling
  • Compliance automation

Metrics: 70% auto-resolution, toil <50%

Phase 4: Intelligence (Month 7-8)

Objective: Predictive operations and AIOps

  • Anomaly detection ML models
  • Predictive capacity alerting
  • Automated root cause analysis
  • AI-powered post-mortem generation

Metrics: 80% 48hr prediction accuracy, 50% MTTR reduction

Phase 5: Excellence (Month 9-12)

Objective: World-class operations, continuous improvement

  • Cloud migration enablement (AWS/GCP)
  • Multi-region resilience
  • Full OpenTelemetry instrumentation
  • Autonomous operations (zero-touch)

Metrics: 99.9% availability, <30s MTTA, 90% auto-resolution

Success Metrics Journey

MetricStartEnd
Availability95%99.9%
MTTAHours<30s
Auto-Resolution0%90%
Toil>80%<30%

Bot Army Owners

BotPrimary Responsibility
Ops BotIncident response, runbooks
SRE BotResilience, deployments
Observability BotMetrics, alerting, dashboards
Security BotCompliance, secrets

Key Milestones

  • Month 2: First PagerDuty alert fired
  • Month 4: First GameDay completed
  • Month 6: Self-healing runbooks active
  • Month 8: AI-powered RCA deployed
  • Month 12: Autonomous operations

From Reactive to Autonomous

12 months to world-class AI-native operations.