Engineering services, powered by AI.
Off-the-shelf products when they fit, custom models and IoT when they don't. Every engagement is led by plant engineers.
AI Model Development & Training
Custom machine-learning models trained on your plant historian: anomaly detection, soft sensors, forecasting and remaining-life estimation. We handle data preparation, tag mapping, validation and deployment.
- Anomaly and fault detection
- Load, generation and fuel forecasting
- Soft sensors for unmeasured values
- Model validation and retraining
IoT & Data Integration
We connect what is already there and add sensors where it is not. Edge gateways read DCS, PLC, historian and meter data over standard industrial protocols, and wireless sensors cover unmonitored motors, pumps and fans.
- Edge gateways and site collectors
- Wireless vibration and temperature sensors
- Modbus TCP/RTU, OPC UA, MQTT
- Historian decoding and data pipelines
Digital Twins & Heat Balance
Physics-based models of your boiler, turbine cycle and auxiliaries, built from heat balance diagrams and OEM curves, used for what-if studies and to show what each deviation costs.
- Heat-rate deviation analysis
- What-if simulation
- Performance guarantee test support
- Plant simulators for training
Performance & Energy Audits
Engineers who have run units carry out efficiency, heat-rate and energy audits, then leave you with the monitoring to sustain the gains.
- Boiler and turbine efficiency tests
- Auxiliary power reduction
- Condenser and cooling tower studies
- Solar PR and loss audits
Private AI Deployment
Large-language-model assistants that answer from your O&M manuals, P&IDs, SOPs and RCA records. They run on your own servers, so documents never leave the plant.
- Local LLMs on plant hardware
- Retrieval over plant documents with citations
- OCR of scanned drawings and manuals
- Role-based access
O&M Advisory & Training
Root-cause analysis, trip investigations and operator training from people with 27 years of field experience in thermal and CCPP plants.
- Trip and failure investigations
- RCA facilitation
- Operator and engineer training
- Commissioning support
How we work with you.
- DiscoverySite visit, data review and agreed problem statement.
- PilotModels trained on your history and results reviewed with your engineers.
- DeployOn-premise or cloud rollout, IoT installation and operator training.
- SustainModel retraining, support and continuous improvement.
See what your plant data can tell you.
Share a sample of your historian data and our engineers will show you what the models find on your own unit.