The Best Energy Analytics Software in 2026
The platform to pick is AVEVA Apollo Energy Analytics: its predictive models can warn of inverter or transformer trouble and link asset oversight to maintenance tasks, crew coordination, inventory, and scheduling. Real-time views bring portfolio, plant, and individual-asset information together for solar, wind, and battery operations. Ellume360 is the best free option, giving renewable operators a no-cost entry for tracking those three asset types while adding anomaly signals, maintenance insight, and event ticketing. Utilities prioritizing load forecasting should choose SAS Energy Forecasting; it produces hourly outlooks over short and long planning horizons, uses smart-meter information with traceable data lineage, and supports scenarios plus manual adjustments. Solar fleets seeking detailed module oversight fit SolarEdge Monitoring Platform, which reports module and inverter performance, raises automated module alerts, and combines fleet maps with issue diagnosis and remote maintenance. These choices cover portfolio maintenance, utility planning, and plant-level PV monitoring while staying aligned with each product’s stated focus.
Our top picks
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Top ranked
AVEVA Apollo Energy Analytics#1 of 639.3/10Cloud monitoring and maintenance workflows for solar, wind, and battery portfolios.
Pricing on request
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Runner-up
Vestas Scipher#2 of 639.1/10A cloud platform for portfolio-wide wind and solar monitoring, operations, and forecasting.
Pricing on request
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Lowest paid price in the top 10
PSS®E#4 of 638.7/10Detailed grid studies for utility teams, with high per-device pricing and desktop deployment.
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 63 tools, best first · page 1 of 2
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Best forRenewable portfolios needing monitoring and maintenance
Cloud monitoring and maintenance workflows for solar, wind, and battery portfolios.
- Predictive asset analytics
- Generation analytics
9.3/10★★★★★Visit AVEVA -
Best forWind and solar operators managing large portfolios
A cloud platform for portfolio-wide wind and solar monitoring, operations, and forecasting.
- Predictive asset analytics
- Grid analytics
- Energy-market analytics
9.1/10★★★★★Contact Vestas -
Best forRenewable owners focused on performance and risk
Portfolio analytics for renewable owners tracking performance, losses and risk.
- Predictive asset analytics
- Generation analytics
8.8/10★★★★☆Visit Clir -
Best forUtilities needing detailed power-system studies
Detailed grid studies for utility teams, with high per-device pricing and desktop deployment.
8.7/10★★★★☆Visit Siemens -
Best forUtilities prioritizing load forecasting
A focused utility forecasting suite for hourly, hierarchical load planning and scenarios.
- Consumption analytics
- Grid analytics
- Energy-market analytics
8.6/10★★★★☆Visit SAS -
Best forSolar fleets needing module-level monitoring
Detailed PV fleet monitoring with module-level alerts, but a narrower focus than portfolio platforms.
- Consumption analytics
- Generation analytics
8.5/10★★★★☆Visit SolarEdge -
Best forEnterprises tracking energy use and emissions
Enterprise energy and emissions analytics with operational and grid-market forecasting.
- Predictive asset analytics
- Consumption analytics
- Grid analytics
8.4/10★★★★☆Visit C3 AI -
Best forPower-market and renewables project analysts
A broad suite for renewable siting, grid analysis and power-market decisions.
- Consumption analytics
- Grid analytics
- Energy-market analytics
8.3/10★★★★☆Visit Enverus -
Best forEnterprises analyzing utility costs and carbon
A utility-data and cost analytics platform for enterprise energy and sustainability teams.
8.2/10★★★★☆Visit Arcadia -
Best forUtilities analyzing distribution-grid performance
A utility-focused suite for mapping grid assets, monitoring voltage and analyzing loads and losses.
- Predictive asset analytics
- Consumption analytics
- Grid analytics
8.1/10★★★★☆Visit Landis+Gyr -
Best forPower-system planners running scenarios
A shared modeling environment for grid planning, scenario analysis, and simulation.
- Consumption analytics
- Grid analytics
- Energy-market analytics
7.9/10★★★★☆Contact GE Vernova -
Best forRenewable fleets needing performance and control
A broad analytics and control suite for renewable fleets, with sales-led pricing.
- Predictive asset analytics
- Grid analytics
- Energy-market analytics
7.9/10★★★★☆Visit Power Factors -
Best forRenewable operators needing monitoring and BI
A renewable operations suite combining asset monitoring, performance analytics and remote control.
- Predictive asset analytics
- Grid analytics
- Energy-market analytics
7.8/10★★★★☆Visit Bazefield -
Best forWind operators focused on turbine performance
A wind-focused APM suite combining SCADA monitoring, loss analysis, and forecasting.
- Predictive asset analytics
- Consumption analytics
- Grid analytics
7.7/10★★★★☆Visit site -
Best forPV and storage portfolios tracking yield and health
A broad monitoring and analytics suite for PV and storage portfolios, sold through custom quotes.
- Predictive asset analytics
- Grid analytics
- Energy-market analytics
7.6/10★★★★☆Contact Gantner -
Best forRenewable operators wanting a free starting point
A broad renewable portfolio monitor with a free entry plan and paid AI analytics.
- Predictive asset analytics
- Grid analytics
- Energy-market analytics
7.5/10★★★★☆Visit Ellume360 -
Best forRenewable O&M teams diagnosing underperformance
Detailed diagnostics help O&M teams investigate renewable asset underperformance.
- Predictive asset analytics
- Generation analytics
7.4/10★★★★☆Book a demo -
Best forSmall PV fleets seeking low-cost monitoring
Affordable PV monitoring with detailed system data, alerts and fleet tools.
- Consumption analytics
- Grid analytics
- Generation analytics
7.3/10★★★★☆Visit Tigo Energy -
Best forPlanners combining grid and market forecasts
A planning suite linking grid expansion, dispatch, market prices, and demand response.
- Consumption analytics
- Grid analytics
- Energy-market analytics
7.2/10★★★★☆Contact Acelerex -
Best forAnalysts forecasting power markets and renewables
Forecasts and market analysis for power-market participants, delivered via web, Excel and API.
- Consumption analytics
- Grid analytics
- Energy-market analytics
7.0/10★★★★☆Visit Volue -
Best forAnalysts needing energy-market data and scenarios
European market data, forecasts and long-term scenarios for energy analysts.
- Consumption analytics
- Grid analytics
- Energy-market analytics
6.9/10★★★☆☆Visit Montel -
Best forInvestors modeling renewable and battery revenues
Focused market and asset analytics for renewable and battery investment decisions.
- Consumption analytics
- Grid analytics
- Energy-market analytics
6.7/10★★★☆☆Contact Aurora -
Best forAnalysts monitoring North American power markets
A North American power-market analytics suite with forecasts, grid monitoring, and flexible data delivery.
- Consumption analytics
- Grid analytics
- Energy-market analytics
6.6/10★★★☆☆Visit Yes Energy -
Best forTeams exploring North American market data
North American market monitoring with dashboards, forecasts, alerts, and API access.
- Consumption analytics
- Grid analytics
- Energy-market analytics
6.5/10★★★☆☆Visit Grid Status -
Best forBattery investors comparing revenue and performance
Battery benchmarks, revenue forecasts and market research, with paid plans sold through sales.
- Energy-market analytics
- Generation analytics
6.4/10★★★☆☆Visit Modo Energy -
Best forBattery analysts planning projects and portfolios
Battery benchmarking, forecasts and live market data in a customizable analytics platform.
- Consumption analytics
- Grid analytics
- Energy-market analytics
6.3/10★★★☆☆Visit Enact -
Best forEnergy project teams evaluating siting and revenue
A focused platform for modeling energy project operations, market value and revenue.
- Grid analytics
- Energy-market analytics
- Generation analytics
6.2/10★★★☆☆Visit PowerVAL -
Best forUtilities combining grid data and asset analytics
Connects utility data to grid, asset-health, forecasting and revenue analytics.
- Predictive asset analytics
- Consumption analytics
- Grid analytics
6.1/10★★★☆☆Visit PowerRunner -
Best forUtilities planning distribution upgrades and DERs
A planning-focused grid analytics platform for utilities evaluating upgrades and DERs.
- Consumption analytics
- Grid analytics
- Energy-market analytics
6.0/10★★★☆☆Visit Kevala -
Best forTeams needing free open-source power planning
A free, self-hosted modeling suite for power-system planning, dispatch, and market analysis.
- Consumption analytics
- Grid analytics
- Energy-market analytics
5.9/10★★★☆☆Visit GridPath -
Best forResearchers modeling power systems in Python
A broad, self-hosted Python toolbox for technical power-system modeling.
5.8/10★★★☆☆Visit PyPSA -
Best forTeams needing open-source grid calculations
A programmable toolkit for grid calculations, not a full energy analytics suite.
- Consumption analytics
- Grid analytics
- Energy-market analytics
5.7/10★★★☆☆Visit pandapower -
Best forResearchers modeling electricity-market clearing
A specialized, open-source model for electricity-market clearing and grid analysis.
- Consumption analytics
- Grid analytics
- Energy-market analytics
5.6/10★★★☆☆Visit POMATO -
Best forTeams simulating coupled energy markets
Simulates coupled energy markets across planning and operations, with cloud and desktop options.
- Consumption analytics
- Grid analytics
- Energy-market analytics
5.5/10★★★☆☆Visit PLEXOS -
Best forPlanners modeling integrated energy networks
Integrated network and market modeling for energy planners, with Windows desktop deployment.
- Consumption analytics
- Grid analytics
- Energy-market analytics
5.4/10★★★☆☆Visit encoord -
Best forElectrical engineers modeling facility power systems
A deep engineering suite for power-system studies, not a general energy analytics tool.
5.3/10★★★☆☆Visit ETAP -
Best forOrganizations managing utility bills and emissions
A cloud platform for utility bills, energy analytics, forecasting, and emissions reporting.
5.2/10★★★☆☆Visit EnergyCAP -
Best forCommercial property portfolios tracking energy and ESG
Broad property-focused analytics connect energy monitoring, emissions, and capital planning.
5.1/10★★★☆☆Visit Enertiv -
Best forSolar operators monitoring multiple PV systems
Solar-focused PV monitoring with free access and paid plans from €540 per year.
- Predictive asset analytics
- Consumption analytics
- Generation analytics
5.0/10★★☆☆☆Visit Nnergix -
Best forWind-farm operators focused on performance and revenue
Wind-focused analytics connect asset performance, market exposure, and revenue impact.
- Predictive asset analytics
- Energy-market analytics
- Generation analytics
4.9/10★★☆☆☆Visit EnergyExe -
Best forWind operators seeking affordable turbine diagnostics
Wind turbine diagnostics and loss assessment, with a free tier and paid plans from €24.90 per turbine monthly.
- Generation analytics
4.8/10★★☆☆☆Visit ExpertWind -
Best forWind and solar owners benchmarking asset output
A focused toolkit for benchmarking renewable output and investigating asset performance.
- Predictive asset analytics
- Generation analytics
4.7/10★★☆☆☆Visit site -
Best forPV operators managing performance and service workflows
Portfolio monitoring plus service workflows for PV operations teams.
4.6/10★★☆☆☆Contact meteocontrol -
Best forUtilities coordinating distributed energy resources
A utility-focused DERMS for monitoring, forecasting and coordinating distributed energy resources.
- Consumption analytics
- Grid analytics
- Energy-market analytics
4.5/10★★☆☆☆Visit ANM Strata -
Best forUtilities planning asset investment and renewal
A focused capital-planning tool for utilities managing asset renewal and investment trade-offs.
4.4/10★★☆☆☆Visit IBM Maximo -
Best forResearchers needing free power-system optimization
A research-focused toolkit for steady-state grid analysis, not hosted energy monitoring.
- Consumption analytics
- Grid analytics
- Energy-market analytics
4.3/10★★☆☆☆Visit MATPOWER -
Best forWind-farm operators analyzing turbine performance
SCADA-based analysis for turbine performance, production, availability and reliability.
- Predictive asset analytics
- Generation analytics
4.2/10★★☆☆☆Visit Meteodyn -
Best forWind-farm teams monitoring turbine condition
FleetMONITOR brings turbine condition data, fault diagnosis and case management together.
- Predictive asset analytics
- Consumption analytics
- Generation analytics
4.1/10★★☆☆☆Visit ONYX Insight -
Best forIndian power-market and grid analysts
A cloud analytics platform covering Indian power markets, generation, demand and transmission.
- Consumption analytics
- Grid analytics
- Energy-market analytics
4.0/10★★☆☆☆Visit P-STAT -
Best forWind operators forecasting component health
A cloud analytics platform for forecasting wind-turbine component health and maintenance needs.
- Predictive asset analytics
- Generation analytics
3.9/10★★☆☆☆Visit TULIP
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Generation analytics | Grid analytics | Consumption analytics | Predictive asset analytics | Energy-market analytics | Score |
|---|---|---|---|---|---|---|---|---|---|
| 1 | AVEVA Apollo Energy Analytics | Yes | Yes | 9.3 | |||||
| 2 | Vestas Scipher | Yes | Yes | Yes | Yes | 9.1 | |||
| 3 | Clir Renewables Intelligence Platform | Yes | Yes | 8.8 | |||||
| 4 | PSS®E | No | $3,830/device/mo | 8.7 | |||||
| 5 | SAS Energy Forecasting | No | Yes | Yes | No | Yes | 8.6 | ||
| 6 | SolarEdge Monitoring Platform | Yes | Yes | 8.5 | |||||
| 7 | C3 AI Energy Management | No | No | Yes | Yes | Yes | Yes | 8.4 | |
| 8 | Enverus Power & Renewables | No | Yes | Yes | Yes | Yes | 8.3 | ||
| 9 | Arcadia Platform | 8.2 | |||||||
| 10 | Landis+Gyr Advanced Grid Analytics | No | Yes | Yes | Yes | Yes | No | 8.1 | |
| 11 | GE Vernova PlanOS | No | Yes | Yes | Yes | No | Yes | 7.9 | |
| 12 | Power Factors Unity | Yes | Yes | Yes | Yes | 7.9 | |||
| 13 | Bazefield | No | Yes | Yes | Yes | Yes | 7.8 | ||
| 14 | Algorithm Wind APM Platform | Yes | Yes | Yes | Yes | Yes | 7.7 | ||
| 15 | Gantner.IQX | Yes | Yes | Yes | Yes | 7.6 | |||
| 16 | Ellume360 | Yes | Yes | Yes | Yes | Yes | 7.5 | ||
| 17 | LumenAI | Yes | Yes | 7.4 | |||||
| 18 | Tigo Energy Intelligence | Yes | $20/site/yr | Yes | Yes | Yes | No | No | 7.3 |
| 19 | Acelerex Analytics | No | Yes | Yes | Yes | Yes | 7.2 | ||
| 20 | Volue Insight | Yes | Yes | Yes | Yes | 7.0 | |||
| 21 | Montel Analytics | No | Yes | Yes | Yes | Yes | 6.9 | ||
| 22 | Aurora Energy Research | Yes | Yes | Yes | Yes | 6.7 | |||
| 23 | Yes Energy | No | Yes | Yes | Yes | Yes | 6.6 | ||
| 24 | Grid Status | Yes | Yes | Yes | Yes | Yes | 6.5 | ||
| 25 | Modo Energy | Yes | Yes | No | No | No | Yes | 6.4 | |
| 26 | Enact | No | Yes | Yes | Yes | Yes | 6.3 | ||
| 27 | PowerVAL | Yes | Yes | Yes | 6.2 | ||||
| 28 | PowerRunner | Yes | Yes | Yes | Yes | Yes | 6.1 | ||
| 29 | Kevala Grid Intelligence | Yes | Yes | Yes | 6.0 | ||||
| 30 | GridPath | Yes | Free | Yes | Yes | Yes | No | Yes | 5.9 |
| 31 | PyPSA | Yes | Free | 5.8 | |||||
| 32 | pandapower | Yes | Free | Yes | Yes | Yes | No | Yes | 5.7 |
| 33 | POMATO | Yes | Free | Yes | Yes | Yes | No | Yes | 5.6 |
| 34 | PLEXOS | Yes | Yes | Yes | Yes | 5.5 | |||
| 35 | SAInt | No | Yes | Yes | Yes | Yes | 5.4 | ||
| 36 | ETAP | No | 5.3 | ||||||
| 37 | EnergyCAP | 5.2 | |||||||
| 38 | Enertiv | 5.1 | |||||||
| 39 | Nnergix Sentinel Solar | Yes | Yes | No | Yes | Yes | No | 5.0 | |
| 40 | EnergyExe | Yes | Yes | Yes | 4.9 | ||||
| 41 | ExpertWind Insights | Yes | €225/unit/yr | Yes | No | No | No | No | 4.8 |
| 42 | NextEra Analytics Asset Performance | No | Yes | No | No | Yes | No | 4.7 | |
| 43 | VCOM Cloud | 4.6 | |||||||
| 44 | ANM Strata | No | Yes | Yes | Yes | Yes | 4.5 | ||
| 45 | IBM Maximo Asset Investment Planning | No | 4.4 | ||||||
| 46 | MATPOWER | Yes | Free | No | Yes | Yes | No | Yes | 4.3 |
| 47 | Meteodyn WPA | Yes | No | No | Yes | No | 4.2 | ||
| 48 | ONYX Insight FleetMONITOR | No | Yes | No | Yes | Yes | No | 4.1 | |
| 49 | P-STAT | Yes | Yes | Yes | Yes | 4.0 | |||
| 50 | TULIP | Yes | No | Yes | 3.9 |
Head-to-head All 28 comparisons →
- AVEVA Apollo Energy Analytics vs Vestas Scipher
- AVEVA Apollo Energy Analytics vs Clir Renewables Intelligence Platform
- AVEVA Apollo Energy Analytics vs PSS®E
- AVEVA Apollo Energy Analytics vs SAS Energy Forecasting
- AVEVA Apollo Energy Analytics vs SolarEdge Monitoring Platform
- AVEVA Apollo Energy Analytics vs C3 AI Energy Management
- AVEVA Apollo Energy Analytics vs Enverus Power & Renewables
- Vestas Scipher vs Clir Renewables Intelligence Platform
- Vestas Scipher vs PSS®E
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How we rank energy analytics software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update