Not a tool that helps humans operate. An autonomous AI operator that manages your utility-scale solar O&M end-to-end â and escalates to humans only when it needs to.
The industry adds 50 GW/year in the US alone, but operates it with fragmented tools, manual processes, and reactive maintenance. The result: billions in lost revenue.
Current SCADA/monitoring systems only alert AFTER failures. Inverter failures (37% of losses), string faults (22%), and combiner issues (19%) are caught too late.
SCADA, CMMS, ERP, drone data, weather, and financial systems don't talk to each other. Operators manually correlate data across 5-8 platforms per site.
The solar workforce can't scale with installations. High turnover, shortage of skilled technicians, and knowledge loss when experienced staff leave.
Actual panel degradation is ~1%/year â double the 0.5% assumed in financial models. This gap compounds across 25-year asset life, costing millions per site.
NERC CIP, FERC Order 2222, state PUC rules, EPA reporting, OSHA, and new IBR reliability standards. Each evolves independently. Manual tracking = risk.
O&M costs range from $13 to $25/kW-year across organizations (LBNL). That 2Ã spread signals massive operational inefficiency that software should close.
Raptor Claw doesn't sit between your team and your systems. It IS the operator. It ingests, reasons, decides, and acts â your team handles what the AI escalates.
Real-time ingestion from inverters, combiners, weather stations, and meters via Modbus, DNP3, OPC-UA, and MQTT. Anomaly detection triggers autonomous investigation before alarms fire.
Autonomous drone dispatch via Sentry BVLOS infrastructure. AI triggers inspection missions from SCADA anomalies, correlates thermal/visual data with performance data, and generates work orders automatically.
AI-prioritized maintenance queue. Auto-generates work orders with part numbers, procedures, safety requirements, and estimated time. Routes to field teams based on skill, location, and urgency.
Purchasing, inventory forecasting, warranty tracking, vendor SLA monitoring, budget vs. actual, and executive dashboards. The AI doesn't just maintain â it manages the business.
Each agent has deep domain expertise. The orchestrator prioritizes, delegates, and ensures nothing falls through the cracks.
Central decision engine. Prioritizes across all agents, resolves conflicts, escalates to humans when needed.
Real-time SCADA monitoring, anomaly detection, performance ratio tracking, soiling/degradation analysis.
Predictive maintenance scheduling, work order generation, spare parts forecasting, technician dispatch.
Drone mission planning, thermal/visual analysis, defect classification, priority scoring, trend tracking.
NERC CIP, FERC, state regs, OSHA, EPA. Tracks changes, flags gaps, generates audit-ready documentation.
Warranty claims, vendor SLAs, PPA compliance, revenue optimization, curtailment tracking, invoicing.
Inventory management, auto-reorder, vendor comparison, bulk purchasing, lead time tracking.
Severe weather response, hail/wind damage assessment triggers, soiling prediction, generation forecasting.
Target addressable market: US utility-scale solar O&M software layer. At $2-5/kW-yr for an agentic platform managing 180+ GW of US installed capacity, the software TAM alone is $360M-$900M/year â before adding managed services revenue.
Everyone else is building AI-assisted tools for human operators. We're building the operator itself.
Human sees alert â Human investigates â Human decides â Human creates work order â Human dispatches tech â Human follows up â Human reports
AI assists at each step. Human is the bottleneck at every step.
AI detects anomaly â AI investigates (dispatches drone) â AI diagnoses â AI creates work order with parts â AI dispatches tech â AI verifies fix â AI reports
Human approves exceptions. AI runs the operation.
| Capability | Raptor Maps | ClearSpot | 60Hertz | PowerHub | Raptor Claw |
|---|---|---|---|---|---|
| Drone Inspection | â | â | â | â | â |
| SCADA Integration | Limited | â | â | â | â |
| CMMS / Work Orders | â | â | â | â | â |
| Purchasing / Inventory | â | â | â | Limited | â |
| Regulatory Compliance | â | â | â | â | â |
| Agentic Decision-Making | â | Partial | â | â | â |
| Auto Work Order Generation | â | Partial | â | â | â |
| Business Operations (ERP) | â | â | â | Limited | â |
Key competitor: ClearSpot.ai â Israeli startup, multi-agent system with drones/sensors. Strong tech but fundamentally different philosophy: they build AI tools that help humans make better decisions. Raptor Claw IS the decision-maker. ClearSpot tells you what's wrong. Raptor Claw fixes it.
The compliance agent tracks every relevant federal and state regulation, auto-generates documentation, and flags gaps before auditors do.
Critical Infrastructure Protection for Bulk Electric System. CIP-002 through CIP-014. Cybersecurity, access control, incident reporting. New IBR registration rules expanding scope to solar >20 MVA at >60 kV.
Order 2222 (DER aggregation), Order 881 (transmission), IBR reliability rulemaking. New ride-through standards for inverter-based resources. Performance and data reporting requirements.
ISO/RTO interconnection requirements (CAISO, PJM, ERCOT, SPP, MISO, NYISO, ISO-NE). State renewable portfolio standards, net metering, and reporting. Varies by jurisdiction.
Workplace safety for field technicians, electrical safety (NFPA 70E), fall protection, PPE requirements. EPA reporting for battery storage. State environmental compliance.
Inflation Reduction Act ITC/PTC requirements, prevailing wage, apprenticeship, domestic content. Ongoing compliance documentation for 10-year credit periods.
OEM warranty tracking (modules, inverters, trackers), PPA/offtake compliance, availability guarantees, liquidated damages triggers, insurance requirements.
Platform fee scales with portfolio size. Managed services for operators who want Raptor Claw to run their O&M end-to-end.
Example: A 100 MW site at $3/kW-yr = $300K ARR on SaaS alone. A 1 GW portfolio = $3M ARR. At managed services rates, that same 1 GW portfolio = $8-15M/year. The US has 180+ GW installed and adding 50 GW/year.
Your team doesn't operate the site. Raptor Claw does. Your team handles the 20% that requires human judgment, creativity, and hands.