AI Monitor

proposals pending
2
approved today
1
avg confidence
91%
kWh saved today
2.3
new proposal hvac-zone-a just now
Shift compressor cycle 18 minutes earlier
Occupancy pattern analysis shows consistent early-morning arrival. Shifting the compressor pre-cool window 18 minutes earlier eliminates reactive spikes. Validated across 14-day baseline.
confidence93% · saves 2.3 kWh/day
reviewing hvac-zone-a 1h ago
Reduce fan speed between 6am and 9am
Occupancy sensor shows zero activity during this window on 13 of 14 baseline days. Reducing to 40% fan speed maintains air quality while saving 0.8 kWh/day.
confidence78% · saves 0.8 kWh/day
✓ approved hvac-zone-a yesterday
Increase setpoint hysteresis from 0.5°C to 1.0°C
Applied 2026-04-30 · saved 1.1 kWh yesterday
dismissed pir-sensor-01
Extend PIR detection range to 8m
Dismissed by user — hardware constraint
active models
routine_learner.onnx active
devicehvac-zone-a
window14 days
inferenceedge
confidence93%
anomaly_det.onnx idle
deviceall devices
thresholdσ = 2.5
alerts0 today
savings summary
7-day total14.2 kWh