Operations Intelligence
The Intelligence Layer That Acts
AI agents that predict failures, prioritize work, optimize energy, and manage assets autonomously. Full maintenance management built in — from asset registry to work orders to compliance.
The Autonomous Operations Loop
Edge sensors detect. Physics models analyze. AI agents decide. Work orders execute. Models learn.
Core Capabilities
Asset Intelligence
Real-time health scores, condition tracking, and predictive insights for every asset from acquisition through disposal.
Asset Registry & Hierarchy
Organize assets by site, building, floor, and system. Multi-level hierarchy with inherited properties and bulk import.
Spatial Intelligence
Live GIS maps with asset status overlays, spatial queries, and compliance zones across all your sites.
Autonomous Work Management
AI-prioritized work orders triggered by physics models, not calendars. Auto-create tasks when conditions demand action.
Smart Provisioning
QR scan, USB auto-import, network discovery, or cloud sync. Multiple paths to onboard assets in the field.
Predictive Scheduling
Condition-based maintenance powered by deterioration models and ML predictions. The system tells you when to maintain.
Traditional CMMS vs Operations Intelligence
Calendar-based maintenance leaves money on the table. Intelligence closes the gap.
| Capability | Traditional CMMS | TwinEdge Ops Intelligence |
|---|---|---|
| Work order triggers | Calendar / manual | Physics + condition-based + AI agents |
| Asset data source | Manual entry | Live sensor telemetry + edge analytics |
| Failure prediction | None | ML-driven RUL estimates + physics models |
| Spatial view | Floor plan PDF | Interactive GIS maps with compliance zones |
| Field provisioning | Laptop + VPN | QR scan, USB import, network discovery |
| Decision making | Human triage | 8 AI agents — Sentinel, Planner, Economist, Optimizer... |
Replace Your CMMS with Intelligence
Maintain based on actual equipment condition, not calendar reminders. Free migration from any existing CMMS.