Deep Technical Architecture
Unlike black-box ML, our AI understands the physics of your building. It solves thermodynamic equations — never hallucinates, always respects the laws of physics.
System Architecture
Core Technology
Our core is a Neural Ordinary Differential Equation (Neural ODE) — a deep learning architecture that solves continuous-time differential equations. Unlike standard neural networks that learn correlations, our model learns the actual thermodynamic behaviour of your building.
The model arrives 95% ready — trained on thousands of EnergyPlus & OpenModelica simulations before touching your real system.
Every prediction respects conservation of energy, heat transfer laws, and thermodynamic constraints. No hallucination possible.
Shadow Mode fine-tunes the model to your specific building. Zero risk — proves value before going live. No months of BMS data required.
Model Predictive Control
The Digital Twin feeds into our MPC optimizer — a mathematical framework that computes the optimal HVAC schedule every 15 minutes, looking 12 hours into the future.
WEATHER
Integrates GFS/ECMWF weather models with per-zone solar gain calculations by orientation (N/S/E/W).
TARIFFS
Shifts thermal loads to off-peak hours. Pre-charges building’s thermal mass during cheap periods — uses it as a free battery.
COMFORT
Maintains strict comfort bounds ±0.5°C MAE while minimizing energy cost. Never sacrifices comfort for savings.
Infrastructure
All computation runs on the local edge gateway. Your building data never leaves the site — full EU data sovereignty compliance.
On-premises deployment — No cloud dependency. Works offline. Continues optimization even without internet connectivity.
Data sovereignty — Compliant with EU data protection requirements. Building sensor data never leaves your network perimeter.
Protocol-agnostic — BACnet, Modbus RTU/TCP, KNX via Virtual BMS gateway. Connects to your existing infrastructure.
Hardware-agnostic — Connects to any boiler, chiller, valve or fan. No HVAC replacement required.
Book a free 30-minute demo. We’ll walk through how our Neural ODE digital twin models your building’s thermodynamics and calculate your estimated savings.