Methodology
& Definitions

01

Selection criteria

  1. 01
    Product type
    Packaged products Managed Services · OEM

    The software must ship as a scalable product without vendor lock-in, rather than an internal tool wrapped in a service contract.

  2. 02
    Core offering
    Software value-add Pure hardware & sensors

    The core value must lie in the software platform. Raw data telemetry hardware, pure IoT sensors, and data loggers without significant management software are out of scope.

  3. 03
    Asset class
    MW-scale assets EV and Residential

    In scope: BESS, renewables, hydrogen, heat and industrial loads.

  4. 04
    Buyer
    IPPs, aggregators, industrials Suppliers and retailers

    The buyer must own or operate flexible assets.

  5. 05
    Geography
    Europe HQ, multi-country Single-country or non-European

    A demonstrated multi-country footprint across the continent is required.

  6. 06
    Maturity
    Proven references Startups

    Early-stage vendors are reviewed again once multiple deployed references and a critical operational size have been reached.

02

Technologies

Markets & orchestration

Software that connects energy assets to wholesale, balancing, and flexibility markets — covering trade execution, portfolio scheduling, VPP aggregation, demand-side flexibility monetisation, and BESS revenue optimisation.

Sub-categories 4
Energy trading & execution Software for executing energy trades across wholesale exchanges (EPEX Spot, Nord Pool), OTC markets, and continuous intraday sessions — includes algorithmic trading engines, ETRM systems, market adapters, and position management.
Flexibility & balancing services Platforms that aggregate, activate, and monetise flexibility from both supply-side and demand-side assets across TSO/DSO balancing markets, ancillary services (FCR, aFRR, mFRR), and flexibility procurement programs — covering prequalification, bid submission, load shifting, curtailment, industrial DSM, and settlement.
Virtual power plant (VPP) Cloud platforms that aggregate distributed energy resources (generators, storage, flexible loads) into a single dispatchable portfolio — enabling coordinated market participation, cross-asset optimization, and remote dispatch via API or standard protocols.
BESS optimization & trading Dedicated platforms for maximizing battery energy storage revenue through AI-driven multi-market bidding strategies — optimising dispatch across day-ahead, intraday, and balancing markets while managing degradation, warranty constraints, and co-location with renewables.
Analytics & Forecasts

Platforms and services that produce forecasts, analytics, market intelligence, and investment-grade data — covering weather-to-wire power predictions, energy market data, asset health diagnostics, energy efficiency analytics, and business-case modelling.

Sub-categories 9
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 Weather-driven power production forecasting for solar, wind, and hydro assets — spanning intra-hour nowcasting to 10-day-ahead predictions, using NWP models, satellite imagery, machine learning, and SCADA data integration.
Consumption & load forecasting Prediction of electricity demand and consumption patterns — covering grid-level load forecasting for TSOs/DSOs, building/portfolio consumption prediction, EV charging demand, and prosumer net load estimation.
Price forecasting Prediction of electricity market clearing prices across all horizons — from real-time imbalance price signals to 40-year fundamental price curves, covering day-ahead, intraday, balancing, and forward markets.
Investment & asset valuation Modelling and simulation tools for energy asset investment decisions — covering BESS revenue stacking simulations, project IRR and NPV calculations, PPA fair-value assessment, portfolio scenario analysis, and bankable feasibility reports.
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).
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.
Monitoring & control

On-site and cloud-based systems for real-time monitoring, supervisory control, asset performance management, and maintenance of energy assets — spanning SCADA, power plant controllers, hardware EMS, and CMMS across utility-scale, C&I, and building applications.

Sub-categories 6
On-site EMS / edge controller Hardware gateways and edge controllers installed on-site for local energy management — providing near-real-time control of DER (batteries, PV inverters, heat pumps, EV chargers) with offline fallback, protocol translation (Modbus, MQTT, IEC-104), and cloud connectivity. Also covers microgrid controllers and hybrid plant dispatch hardware.
SCADA Industrial-grade supervisory control and data acquisition systems for utility-scale power plants — providing real-time HMI dashboards, alarm management, event logging, remote control, automated reporting, and grid management capabilities including power flow forecasting and congestion management.
Power plant controller (PPC) Grid-side controllers that regulate active and reactive power output of generation and storage plants to meet grid-code requirements — covering voltage/frequency regulation, ramp-rate control, curtailment management, and grid compliance for utility-scale solar, wind, and BESS plants.
Asset performance management (APM) Fleet-wide monitoring and analytics platforms for multi-site renewable portfolios — providing centralised dashboards, KPI tracking, performance benchmarking, smart alarms, digital-twin-based loss analysis, and predictive maintenance across wind, solar, and storage assets.
O&M / CMMS Computerized maintenance management systems for renewable energy operations — covering preventive and corrective maintenance scheduling, work order management, contract and warranty tracking, spare parts inventory, and field-service coordination.
Building & C&I energy management Behind-the-meter optimisation platforms for commercial buildings, industrial sites, and multi-site portfolios — covering HVAC control, EV charging management, self-consumption maximisation, peak shaving, dynamic tariff optimisation, and energy hub coordination.