Use Cases
Built for the industries
that do not sleep.
Wherever SCADA runs the operation, the same intelligence layer reads what is already there, and being wrong is never cheap.
Electricity · transmission and distributionElectric utilities
Reliability, DER growth, and asset risk reconciled in one constraint-aware model, read-only.
Grid reliability
Rank the interventions that move SAIDI and SAIFI, weighted by customer consequence, then hand the ranked plan to the owner.
Load forecasting
Feeder-level load forecasts that take in weather, DER output, and electrification, each with a confidence score.
Asset monitoring
Transformer, breaker, and recloser health scored continuously from telemetry and work history.
Outage intelligence
Correlate alarms, AMI signals, and crew reports into one restoration picture, sourced end to end.
Gas · distributionGas utilities
Integrity management and predictive maintenance under strict regulatory obligation, evidenced continuously.
Pipeline integrity
Fuse inspection history, cathodic-protection data, and pressure behaviour into segment-level risk.
Predictive maintenance
Rank regulator-station and valve work by failure probability and consequence; a planner approves.
Leak survey
Target survey routes where risk-adjusted detection value is highest.
Compliance evidence
Assemble integrity-management documentation continuously, not at audit time.
Water · dams and networksWater utilities
Structural risk, basin inflows, and asset health reconciled under FERC and ICOLD obligation, read-only.
Dam safety monitoring
Piezometer, inclinometer, and InSAR readings fused into one structural picture that flags movement 72 hours ahead.
Watershed forecasting
Turn NOAA radar and basin sensors into 72-hour streamflow and reservoir-level forecasts an operator can schedule gate releases against.
Predictive maintenance
Pump and valve health scored from vibration, current draw, and run-time, with a failure called up to 14 days out.
Compliance evidence
Built on FERC Part 12D and ICOLD compliant infrastructure, so every alert is signed, reproducible, and traced back to its sensor.
Life sciences · manufacturingBiopharma manufacturing
Deviations, equipment failures, and quality drift, built on 21 CFR Part 11 and Annex 11 compliant infrastructure, read-only.
Deviation triage
Group excursions across the historian, MES, and LIMS, drop the nuisance events, and surface only the batches that need an investigator.
Predictive maintenance
Pump, motor, agitator, and compressor health scored continuously, so a failure shows days before it stops a batch.
Alarm rationalization
Cluster plant alarms by root cause, suppress the floods, and pass on only the ones that need a person.
Utility monitoring
Watch WFI, purified water, clean steam, and chilled water for anomalies, each with a root-cause hint attached.
Buildings · facilitiesBuildings and facilities
Wasted energy, equipment failures, and alarm overload, worked across every BAS vendor, read-only, zero writes.
Alarm rationalization
Collapse hundreds of cascading BAS alarms into one maintenance ticket, with a confidence score and a recommended fix.
Energy optimization
Read chiller and pump performance against the physics, and flag where a plant is drifting off its best efficiency.
Predictive maintenance
Chiller, pump, valve, and TXV health scored continuously from BACnet, OPC UA, and Modbus signals.
Partner dispatch
Send each ticket, with its asset, evidence, and recommended fix, to whichever field team you already trust.
Telecom · network infrastructureTelecom networks
Site failures, truck rolls, and outage risk, built on SOC 2 Type II and ISO 27001 aligned infrastructure, read-only.
Predictive site failure
Battery health, thermal drift, and power stability fused into a live failure probability, hours to days before a site drops.
Cross-domain root cause
Walk the dependency graph from cooling to cabinet temperature to throttled radios, and surface the real cause, not the loudest alarm.
Alert intelligence
Cluster and rank thousands of raw NOC alarms, tag each with its probable cause, and attach the fix, parts, and technician skill.
Energy optimization
Load-shift across sites to cut generator runtime and battery cycling, checked against SLA and thermal limits first.
