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From Pilot to Scale: Our Industrial AI Rollout Framework

A step-by-step framework to move from factory pilot to stable multi-line deployment.

Feb 25, 20265 min readAI & LLM
From Pilot to Scale: Our Industrial AI Rollout Framework

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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