Energy

Real-time insights from high-frequency BESS telemetry

SIFT for aerospace

One source of truth for all your system data

Battery storage systems produce high-rate data across BMS, inverters, SCADA, and HVAC. Unified telemetry helps teams detect faults, validate performance, and operate confidently.

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Unified data views

Unified high-frequency BMS, PCS, SCADA, and HVAC data lets engineers correlate electrical, thermal, and event patterns in one view.

Real‑Time Fault Detection

Set real-time rules to detect early failures—SoC drops, thermal risks, charge issues, or inverter faults—and track fixes.

Fleet‑Wide Rule Application

Benchmark assets and apply the same validation rules across tens or thousands of systems to surface edge cases fast.

One platform, from pilot systems to fleet-wide operations.

R&D AND COMMISSIONING

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Ingest cell cycling, factory tests, and commissioning data in one interface.

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Trace anomalies to pack designs, chemistries, or batches to spot systemic issues.

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Speed up test‑to‑fix loops across the full battery lifecycle by reviewing and reporting from one place.

FIELD OPERATIONS

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Monitor performance and system health across multiple BESS sites in real time.

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Apply rules to flag thermal drift, SoC anomalies, or sensor faults automatically.

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Compare site behavior against expected operating envelopes to benchmark assets and spot outliers.

Maintenance, Compliance

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Support predictive maintenance with historical trends in voltage, temperature, and pressure.

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Generate audit-ready reports for warranty or compliance without manual log work.

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Pinpoint issues as they occur and linking them to past telemetry.

Designed to scale with your assets and your fleet

Visualize. Validate. Operate. Evolve.

SIFT replaces siloed tools and ad hoc dashboards with a mission-grade observability platform for autonomous vehicles.

Unify your telemetry

Unified telemetry, simulation, and operations data. Real-time and historical analysis at full fidelity.

Full fidelity analysis

Real-time and historical analysis at full fidelity.

Anomaly detection

Rules-based validation, automated anomaly detection

Sharing and permissions

Shareable views, annotations, and version-controlled reports

Built for BESS infrastructure

Ingests time‑series data from BMS, SCADA, PCS, HVAC, and related subsystems

Supports industrial and analytic formats such as MQTT, Parquet, TDMS, and Influx Line Protocol

Deployable in cloud, hybrid, or air‑gapped environments to meet utility and grid‑scale security requirements

Trusted by the teams building what’s next

Discover how Critical Loop uses SIFT's real-time telemetry to tackle utility grid instability and ensure reliable mobile energy delivery.

Read full case study →