Pilot with Clear Scope
We start with one line and explicit KPIs so teams can verify business impact quickly.
Standardized MLOps
Model versioning, alerting, and rollback procedures are introduced early to avoid fragile scaling.
Scale by Reusable Patterns
Once validated, we replicate infrastructure and monitoring templates across additional lines.
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