Intelligent Operations From the Shop Floor to the Facility
Your Operations Are Only as Intelligent as Your Models
Refineries, chemical plants, steel mills, power stations, and manufacturing lines are complex systems built across decades, operated under pressure, and maintained reactively. We build first-principles physics models of your actual systems, calibrated against operational data and accessible through intelligent agents that explain their reasoning. Not another dashboard. A digital twin that understands the physics of your facility.
What We Help Solve
Industrial operations face challenges where the gap between data and physics determines outcomes.
Predictive Maintenance That Stops Predicting
Models fitted to data snapshots degrade as operating conditions shift, generating false alarms or missing failures because they never encoded the physics
Decades of Data, No Unified Picture
SCADA, historians, maintenance management, and quality systems, each with its own data model and no single view of operational reality
Quality and Safety Monitored by Humans Who Can't Scale
Manual inspection for quality verification, PPE compliance, and safety monitoring doesn't scale across shifts, lines, and facilities
Industry 4.0 Investments That Haven't Delivered
Sensors deployed, platforms purchased, dashboards built, and operations unchanged, because the models are not connected to the physics of the process
CAPABILITIES FOR INDUSTRIAL OPERATIONS
Computational intelligence purpose-built for plants, factories, and production lines.
Multi-level models of your facility spanning rotating equipment, heat exchangers, and process lines, calibrated to your operating data.
Hierarchical modeling from individual equipment to full production lines
Calibrated against your operating history, governed by thermodynamic and mechanical principles
Intelligent agents for querying system state, diagnosing anomalies, and recommending actions
Models that stay accurate as processes drift, without retraining on new data snapshots
Automated visual intelligence for the things humans can't monitor at scale.
Quality monitoring and defect detection on production lines
PPE compliance and workforce safety monitoring
Process anomaly detection from visual feeds
Multi-site scalability, one system across an entire program
Turning decades of siloed data into a unified, queryable operational picture.
Legacy database mapping and entity/relation reconciliation
LLM-accelerated pattern recognition with recursive validation
Unified data repositories from heterogeneous sources
Integration with SCADA, historians, ERP, and maintenance systems
Predictions that last, built on the underlying degradation mechanisms.
Equipment-specific models for rotating machinery, heat exchangers, and process systems
Remaining useful life estimation tied to actual wear and degradation mechanisms
Operator-facing explanations that build confidence in automated recommendations
Condition-based maintenance optimization that reduces unplanned downtime
Ready to Make Your Operations Genuinely Intelligent?
From component-level physics to facility-wide awareness, digital twins and AI that understand your processes.