Scalable onboarding for mixed production equipment.
Problem: Rapid scale-up created inconsistent tags, quality parameters and equipment models.
Delivery pattern: Reusable asset templates, canonical events, source diagnostics and line-to-enterprise context.
Outcome: Faster onboarding with data that remains comparable across equipment vendors.