Computer Vision for Energy & Utilities

Vision models fail on lighting, not on architecture. We collect from your actual line, in your actual conditions, because a model trained on clean images will not survive a real shift.

In energy & utilities, assets are remote, connectivity is poor, and failure has safety consequences. That single fact reshapes how computer vision has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is meter data validation, usually integrated against SCADA. Integration comes before intelligence. A model that cannot reach your systems of record is a demo with good manners.

Deployed across regulated and unregulated sectors, with audit trails where the regulator expects them. We hand over with runbooks, tests and a team that knows how it works, not a dependency.