Blog
From proof-of-concept to multi-site governance
Moving beyond pilots requires ownership, operational KPIs, and a simple cadence for review.
PoCs often succeed because the team is small and motivated. Multi-site programs fail when responsibilities are unclear and reporting becomes inconsistent.
A governance framework that scales
Owner: the workflow
Each workflow needs an accountable owner (HSE, operations, security) who defines acceptance thresholds and response SLAs.
Cadence: weekly ops, monthly exec
Weekly: review noise, false positives, and response time. Monthly: report KPIs and confirm priorities.
Evidence: audit-ready exports
Use consistent naming, tagging, and retention so evidence can be exported when needed without manual work.
What changes after site #3
You stop “deploying models” and start operating a system: version management, change control, and measurable outcomes.