Energy market intelligence Data platforms, indices, and research services providing structured energy market information — covering real-time and historical commodity prices, market reports, forward curves, benchmarking indices, and macro-level energy statistics.
Renewable power forecasting Providers of primary, weather-driven power production forecasts delivered as standalone data products or APIs. These "pure-play" forecasting providers utilise proprietary meteorological data, NWP models, satellite imagery, and physics-constrained ML to predict generation for solar, wind, and hydro assets. This category is strictly for data providers selling forecasts, excluding software platforms (such as VPPs, trading systems, or EMS) that merely consume forecasts internally to optimize assets or execute market trades.
Consumption & load forecasting Providers of primary electricity demand and load predictions, delivered as standalone data products or APIs. This covers macro grid-level load forecasting, as well as building and EV charging demand predictions. This category is reserved exclusively for dedicated data providers and excludes downstream software platforms (such as VPPs or energy management systems) that utilize internal load forecasting solely to optimize assets or schedule flexibility.
Price forecasting Dedicated market intelligence providers generating primary electricity price predictions—spanning from day-ahead clearing prices to 40-year fundamental curves. These forecasts are delivered as standalone data feeds or comprehensive reports. This category explicitly excludes algorithmic trading platforms, BESS optimizers, and VPPs that integrate price forecasting internally to execute automated market bids.
Investment & asset valuation Dedicated software products and SaaS platforms for clients to independently model, simulate, and value energy assets for investment, lending decisions, and bankability. This explicitly requires the company to provide a clear, client-facing product or tool (e.g., like Gridcog, Pexapark, Montel, Retwin, Clean Horizon, Aurora, Modo) to drive asset valuation, BESS revenue stacking simulations, IRR/NPV calculations, or PPA fair-value assessment.
Battery analytics & diagnostics Specialised analytics for battery health, safety, and lifetime — covering state-of-health estimation, degradation modelling, thermal runaway detection, digital twin simulation, warranty compliance monitoring, and commissioning testing (FAT/SAT).
Predictive maintenance & AI analytics Dedicated AI solutions that ingest existing SCADA and operational data to provide unsupervised machine learning, anomaly detection, early failure prediction, and digital-twin-based root cause analysis for renewable assets like wind and solar.
Weather & resource assessment Raw weather data services and bankable resource assessment for pre-construction and operational use — covering solar irradiance databases, wind resource maps, mesoscale/LES modelling, virtual met masts, hindcast datasets, and weather APIs.
Energy efficiency analytics Analytics platforms for reducing energy consumption and carbon emissions in industrial facilities and commercial buildings — covering energy audits, consumption anomaly detection, process optimisation, ISO 50001 compliance, M&V (measurement and verification), and multi-site benchmarking.
PPA & procurement analytics Tools for renewable energy procurement management — covering PPA valuation and benchmarking, energy attribute certificate tracking, 24/7 carbon-free energy matching, granular certificate management, and portfolio risk analytics for corporate buyers.