Discovery → POC → Build roadmap

Execution phases

1. 1. Mobilization
   Sponsor, users, prioritized anomalies, and decision criteria.
   → Scope alignment and expected evidence.
2. 2. Operational discovery
   Map the OPR cycle, pain points, ownership, and action flow.
   → Business process understood and validated.
3. 3. Validation design
   Define POC scope, data model, roles, metrics, and security assumptions.
   → Executable POC without unnecessary integration risk.
4. 4. Controlled validation (POC)
   Configure/build a limited flow for selected assembly anomalies.
   → Users track actions and status with measurable value.
5. 5. Executive decision
   Review indicators, adoption, feasibility, and technical recommendation.
   → Basis for phased build, expansion, or reassessment.
6. 6. Phased build
   Prioritized capabilities, justified integrations, and security approvals.
   → Solution running in a controlled production environment.
7. 7. Expansion
   Paint shop, body shop, and other units after value evidence.
   → Scale-up supported by adoption and data readiness.