Energy & Utilities
Assets in places with no reliable uplink
Substations, yards, pumping stations and remote sites. Inspection matters, connectivity is poor or deliberately restricted, and sending someone out to look is expensive.
Use cases
Where AI pays off here
Asset condition inspection
Visual checks on equipment at sites nobody visits weekly.
Perimeter and site security
Intrusion and activity detection that keeps working with the uplink down.
Safety compliance
Zone, PPE and lone-worker monitoring at unstaffed locations.
Binding constraints
- Remote and unstaffed sites
- Limited bandwidth
- NERC CIP considerations
- Environmental extremes
Engagements
How we typically start
- 01Physical AI
Edge AI & Computer Vision
Detection, inspection, tracking and safety on-device. Milliseconds, and no network dependency.
- 02Operate
Managed Edge & Model Fleet
Drift, retraining, OTA rollout, device health and uptime reporting, under an agreed SLA.
- 03Physical AI
Vision Systems Integration
Cameras, optics, lighting, enclosures, and the PLC, SCADA and MES interfaces that make results act.
Related proof: Zone and PPE monitoring across eleven active sites
Start with a call, then a costed plan
Thirty minutes on the problem, the site and the constraints. If it looks like a fit, the next step is a four-week AI Pilot at a fixed price, with acceptance criteria signed before any code is written.