Lumerian Labs builds physical AI for energy infrastructure, starting with utility-scale solar.

Lumerian Core links a physical finding to its repair, its cost and its recurrence, a link we found in no public dataset. It keeps a persistent identity for modules, parcels, permits and milestones, and records every observation of them. Each observation becomes a recommended next action, with its evidence and uncertainty attached. Crews, developers and project teams act, and their results return to the record as labelled history. Each revisit, engagement and project adds to a record no public model has seen.