AI for Energy-Efficient Buildings
Optimizing HVAC/lighting, demand forecasting, comfort and predictive maintenance with ESG metrics.
HVAC Lighting Comfort ESG
Demand Forecasting/Peaks, Predictive Failures.
ESG/CO2e reports, comfort/complaints/air quality.
kWh/m², peak load, CO2e.
Energy Costs, Savings from Optimization.
BMS/sensors/meters/occupancy schedules.
Scenes/curves/limits/manual overrides.
Frequently asked questions
What data is required? Sensors, meters, ?
What data is required? Sensors, meters, BMS, schedules, tariffs, and weather.
Does it affect comfort? Yes – with PMV/PPD indices?
Does it affect comfort? Yes – with PMV/PPD control, manual overrides.
How do you calculate savings? A/B by zones, norms?
How do you calculate savings? A/B by zones, normalization based on weather/occupancy.
Integrations? BMS/BAS/EMS, tariff API/SG,?
Integrations? BMS/BAS/EMS, tariff API/SG, ESG reports.
▶ Try it live
Everything above runs in your browser — open Hash Function Avalanche Visualizer and change the parameters while it is running. Nothing is installed, nothing is uploaded, the whole model lives in one tab.