All industries

Energy & Utilities

Keep the lights on, decarbonize, cut losses.

% of global GDPestimate
~9%energy spend, of GDP (~$10T IEA 2022 basis)
Estimate · 2024
Market size
$3.3Tannual energy investment
IEA World Energy Investment · 2025
Sector growth (CAGR)
6.1%CAGR to 2030 (utilities market)
The Business Research Company · 2025
AI-adoption
40%of energy firms using AI in core operations
Berkeley Research Group · 2024

Functions

Select a function to highlight its specific problem use cases.

Function3 use cases

Grid & Network Operations

  • Grid outages hit reliability and penalties

    Faults and overloads cause outages that trigger regulatory penalties and customer anger.

    Pain Rate
    ~5.6 hrs
    EIA · 2022
    Money Bleed / yr
    $44B
    Berkeley Lab (LBNL) · 2015
    Reach
    ~7.5B
    IEA · 2024
    Recoverable Upsideestimate
    30%
    outage minutes reducible

    Data & tech stack

    SCADA / grid telemetryOutage & fault historyWeather feedsIoT historianGIS network data

    Analytical models

    Outage predictionFault localization (ML)Anomaly detectionWeather-impact modelingReliability (SAIDI) forecasting

  • Load forecasting errors are costly

    Inaccurate demand forecasts force expensive balancing and over-procurement.

    Pain Rateestimate
    ~5%
    day-ahead load forecast MAPE (baseline)
    Money Bleed / yrestimate
    $40B
    balancing & imbalance cost
    Reachestimate
    Global
    grid operators & balancing authorities
    Recoverable Upsideestimate
    ~30%
    forecast error reduction achievable

    Data & tech stack

    Smart-meter / AMI dataHistorical load curvesWeather & calendarTime-series warehouseForecasting platform

    Analytical models

    Load forecasting (time-series)Gradient-boosted regressionDeep learning (LSTM)Probabilistic forecastingHierarchical reconciliation

  • Transmission and distribution losses

    Technical losses across aging networks waste generated power before it reaches customers.

    Pain Rate
    ~8%
    IEA · 2024
    Money Bleed / yrestimate
    $100B
    value of lost energy
    Reachestimate
    Global
    transmission & distribution networks
    Recoverable Upsideestimate
    20%
    losses recoverable

    Data & tech stack

    AMI meter readsFeeder / transformer dataGIS topologyData warehouseAnalytics platform

    Analytical models

    Loss-estimation modelingEnergy-balance analyticsAnomaly detectionLoad-flow / state estimationNon-technical-loss detection