Use case

Battery storage management and dispatch tools

How owners and operators should evaluate monitoring, dispatch and degradation tooling for grid-connected battery storage assets.

2 tools in this scenarioVerified 2026-10-22

Grid-connected battery storage is bought as an asset that has to earn revenue every day, not as a reporting tool. Owners, O&M contractors, optimisers and lenders all need the same telemetry for different reasons: the optimiser to schedule charging and discharging against market prices, the O&M team to catch cell imbalance or thermal excursions, the lender to check availability and warranty compliance, and the owner to prove that degradation stays inside the assumptions used in the business case. European policy treats storage as core flexibility infrastructure, which is increasing both deployment and scrutiny.

The data sits in separate systems. Battery management systems expose cell voltages, temperatures, state of charge and state of health; power conversion and energy management systems hold setpoints and dispatch schedules; revenue meters establish what was delivered; market systems hold prices and obligations. Sampling rates differ, vendor gateways are common, and older sites may have no unified time base. A monitoring layer is only useful if it can reconcile those sources per asset and per dispatch interval.

Failures appear later as money. State of health is calculated on inconsistent definitions, cycle counting does not match the warranty basis, dispatch optimisation ignores the cost of degradation, telemetry gaps cause missed market obligations, or settlement cannot be reconstructed because the audit trail lives in a vendor portal.

Evaluate tools on BMS and EMS coverage, documented health and warranty definitions, degradation-aware dispatch, market settlement reconciliation and data ownership. The directory is still expanding its coverage of storage asset tooling; the entries listed here are the closest energy and grid-signal tools available today, not battery management systems.

What to evaluate

  1. 01

    BMS and EMS integration coverage

    Confirm which systems are read directly, including battery management, power conversion, revenue meters and site safety systems, which gateways are required, and whether one asset model works across vendors and sites.

  2. 02

    Health and warranty definitions

    Ask how state of health, cycles and throughput are defined, whether that definition matches the warranty basis, how temperature is accounted for, and whether full history is retained for warranty claims.

  3. 03

    Degradation-aware dispatch

    The optimiser should price degradation and respect warranty limits and state-of-charge windows, not chase arbitrage alone, and it should show the constraints that bound each schedule.

  4. 04

    Market settlement reconciliation

    Check that dispatch instructions, delivered energy from meters and market obligations reconcile per settlement period, with a retained record of instructions and any deviation from schedule.

  5. 05

    Alarm quality and safety escalation

    Look for detection of cell imbalance, thermal precursors and communication loss, thresholds tied to site baselines, and escalation into O&M work orders rather than a dashboard nobody watches.

  6. 06

    Data ownership and export

    Require raw telemetry export by API or bulk download, documented retention, and contract terms that allow the owner to move historical data to another provider without losing the record.

Tools for this scenario

All tools

Regional forecast API for Great Britain's grid carbon intensity and generation mix.

Pricing
Free
Category
Carbon-Aware Computing
Compliance
Not stated
Verified 2026-10-22Website

Prometheus exporter that measures Kubernetes pod and node energy consumption.

Pricing
Free
Category
Carbon-Aware Computing
Compliance
Not stated
Verified 2026-10-22Website

Sources

Last verified 2026-10-22. Figures on the linked tools are checked against the sources above; confirm pricing and compliance coverage before signing.