Two model families. One site-wide operating model.

Vireco automatically generates quantitative models across connected control systems. Low-data dynamics support early deployment, while physics and topology-aware models deepen the representation as the site record grows. Together, they capture system-level behavior and cross-system response.

Low-data linear dynamics

The initial models are generated from as little as one week of usable historical telemetry when signal quality is sufficient. They estimate how each connected system responds to control choices, measured conditions, and relevant external factors.

State response

Represents how the controlled system changes across the variables available in that environment.

Control influence

Estimates how setpoints, schedules, dispatch choices, and other controllable inputs affect future behavior.

External drivers

Uses weather, tariffs, demand patterns, operating calendars, and other site-specific context where available.

Physics and topology-aware modeling

As the operating record grows, Vireco adds equipment relationships, site topology, physical constraints, and recurring operating patterns. The resulting models represent how individual systems behave and how their responses propagate across the site.

System relationships

Represents how equipment, zones, meters, loads, and controllable assets relate across the facility.

Physical response

Accounts for lag, inertia, coupling, capacity limits, and boundary conditions that shape system behavior.

Operating regimes

Strengthens forecasts as the site moves through different weather, schedules, demand levels, and operating modes.

Operational in under a week when telemetry is ready

With usable historical telemetry, Vireco can map available signals, validate data quality, generate the initial dynamics models, and begin producing optimization recommendations in under a week. The platform runs above incumbent BMS, SCADA, DCS, PLC, and energy-control systems, leaving real-time protection and safety logic in place.