[ Antcluster for Energy ]
SCADA, CMMS, asset registers, weather — cross-correlated.
Example query
"Which assets in the fleet are degrading fastest, and how much generation revenue is at risk over the next quarter?"
Your schema · one Topology Graph
Source systems
SCADA · CMMS · Assets · Weather
ML feature discovery
Outage diagnosis
one question
[ One graph ]
Every Energy system → one queryable topology
Antcluster ingests each source database, discovers cross-system join paths automatically, and unifies them into one Topology Graph — no bespoke ETL pipeline required.
The data problems Antcluster solves in Energy
Fleet degradation signals live across SCADA and CMMS
Antcluster cross-correlates SCADA telemetry, CMMS maintenance records, and asset registers in one graph — no separate data warehouse build required.
Outage diagnosis is five dashboards and three engineers
Outage causes become one natural-language question. The agent traverses the graph from the affected asset, joins weather feeds and maintenance history, and surfaces the most likely cause with evidence.
Generation-at-risk forecasts need graph-guided ML features
The RL Row Filter ranks features by predictive value for any target variable — degrading-asset detection, generation-loss forecasting, predictive maintenance — in under an hour on a 600-table dataset.
Questions teams ask Antcluster
- Asset degradation ranking across the fleet with revenue-at-risk
- Outage root-cause diagnosis joining SCADA, CMMS, and weather data
- Predictive maintenance signals across asset families and operating conditions
- Generation forecasting under weather, fuel, and grid-constraint scenarios
Further reading
See Antcluster on your Energy data
30-minute live demo on a sample of your real database. Read-only, air-gapped, no setup required.
Book a demo