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Predictive Comfort & Energy AI learns each zone's thermal response, CO₂/occupancy rhythm and energy signature across the KNX/BACnet/Modbus/DALI bus — then pre-empts comfort drift and trims energy without comfort loss. On-prem. EU-resident. Auditable.
Rules and schedules trip on a fixed threshold. The Building Intelligence Lab learns each zone's signature, so it catches subtle drift early — and ignores the legitimate edge cases that flood a rule engine with noise.
Rules and schedules fire after a threshold is crossed. The lab models each zone's trajectory and pre-empts comfort drift before occupants ever feel it — median 9 min of pre-fault lead in pilot.
Every zone learns its own thermal response, CO₂/occupancy rhythm and energy draw across the KNX/BACnet/Modbus/DALI bus. A south-facing meeting room's "normal" is not a north-facing open-plan's — and the model knows.
Every prediction lists the features that triggered it. On-prem / edge inference, EU-resident, with a published model card — features, residency, latency — for your ESG and audit reviewers.
Illustrative pilot & target figures from the private beta — not live production metrics.
KNX/BACnet/Modbus/DALI telemetry streams in and is rolled up into per-zone features — temperature, CO₂, humidity, occupancy, valve/actuator state and energy draw, windowed in real time.
A temporal model compares the live window against the zone's own history plus occupancy and weather context, emitting a comfort-drift / anomaly score continuously — not against a one-size-fits-all rule.
Above threshold? Auto-tune the setpoint/scene/schedule and route an alert with its escalation path. Below? Silent log + daily digest. Quiet hours and escalation are fully configurable — operators stay in control.
Each tuned per zone. Toggle individually. Every detection logs its confidence and the features that triggered it.
Predicts CO₂ build-up, temperature and humidity drift in a zone before occupants notice it. Pre-empts the "it's stuffy in here" ticket while there's still time to re-balance the air.
Phantom loads after hours, HVAC running against an empty zone, setpoints that crept off plan. Flags the silent kWh that schedules and rules quietly leak every night.
Catches failing actuators, sticking valves and drifting sensors from their telemetry signature — days before they fail outright, so maintenance is planned, not reactive.
We're onboarding 12 buildings next quarter. A pilot starts on 2 zones, runs 14 days, then you decide whether to promote it estate-wide. You get a dedicated channel with our ML team and a published model card for your ESG and audit reviewers — all on-prem, EU-resident.
