Maingen offers an AI‑native operating system for solar and storage assets that unifies real‑time monitoring data with contracts, permits, and warranty documents into a single knowledge graph.
Funding
Funding not disclosed
Founders
Product
Problem
Solar operators receive fragmented data streams—including real‑time alarms, maintenance tickets, warranties, and regulatory paperwork—that reside in separate systems. This disjointed information forces teams to spend extensive time reconciling sources instead of addressing operational issues and maintaining compliance.
Solution
Maingen provides an AI‑native operating system that unifies live monitoring data, maintenance prioritization, and compliance documents into a single knowledge graph. The platform ingests PDFs such as contracts, permits, and warranty certificates, extracts obligations, deadlines, and rule references, and links them to the corresponding assets. When an alert is generated, the system automatically surfaces the related contractual and regulatory context, allowing operators to trace the issue through federal mandates, reliability standards, and asset‑specific rules. Cross‑domain reasoning lets users ask complex regulatory questions and receive step‑by‑step explanations backed by the underlying documents. The result is a coherent, audit‑ready view of the entire solar and storage portfolio that streamlines O&M decision‑making.
Target Audience
Primary customers are solar asset owners, operations and maintenance teams, and portfolio managers who need integrated monitoring, compliance tracking, and audit‑ready documentation across multiple sites.
Features
- Automated PDF ingestion with AI extraction of obligations, deadlines, and rule references
- Knowledge graph that maps documents, assets, alerts, and regulatory entities into 65+ entities and 87+ relationships per 35 documents
- Real‑time alert dashboard that links each alarm to the specific contractual and compliance nodes that explain it
- Interactive cross‑domain reasoning agent that traces questions through federal mandates, reliability standards, and asset‑level rules
- Integration with inverter APIs and existing monitoring systems to feed live operational data into the graph
- Visual representation of alert provenance, showing connected KG nodes for O&M procedures, PPA terms, and vendor SLAs