One-Liner
A co-load forecasting service for mid-size European distribution network operators to simultaneously model EV charging, data-centre, and heat-pump demand peaks that legacy SCADA systems cannot combine.
AI Thinking Process
IEA: EV demand +38% and DC demand +17% YoY. Legacy SCADA (Siemens Spectrum Power, ABB Network Manager) cannot co-forecast EV + DC + heat pump peaks. Asset-planning director at ~50 mid-size EU DSOs runs stale static line items.
Siemens Spectrum Power, ABB Network Manager, GE Digital (large). AutoGrid (Schneider), Bidgely, Gridium (smaller). Utilidata — Karman chip + Nvidia $50M. Kraken (Octopus) retail side. Camus Energy, Innowatts, Utilidata — grid-edge funded. Space already funded.
G006: Siemens/ABB add co-load forecasting in Xcelerator cloud-migration roadmaps already. This is a feature of existing platforms.
Saturated incumbents + funded challengers + platform absorption. G073 (incumbent strategic intent kill). Entry requires novel data source or DSO operating-model shift — neither applies.
Kill Reason
Saturated incumbents: Siemens Spectrum Power, ABB Network Manager, GE Digital already include or roadmap co-load analytics in their cloud-migration plans. Funded challengers: Utilidata (Nvidia-backed, $50M) and AutoGrid (Schneider) compete directly. Platform absorption: Siemens Xcelerator grid-edge blueprints already integrate this as a feature. G006 confirmed — incumbents add co-load forecasting within a quarter.
Risk Analysis
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