Who it's for
Teams stuck in 'notebook-to-prod' limbo who need repeatable, governed ML delivery.
Sales Lifecycle
Discovery: use case, baseline, target KPI
POC: one model through full CI/CD to shadow
Pilot: canary to 5–10% traffic, monitoring
Scale: blue/green, rollback, cost/usage guardrails
Success Matrices
-
Lead time to deploy
↓ 60–80%
- Inference latency SLOs met
- Drift detection MTTR
- Model performance monitoring
Prerequisites
Deliverables
- ML pipelines (code + IaC)
- API contracts
- Monitoring setup
- Operational playbooks