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Real-time Physics Simulations for Industrial Facilities & Data Centers
Inviscid AI builds physics-informed AI solutions that transform how buildings and data centers operate. By combining real-time IoT sensor data with computational fluid dynamics (CFD) modeling, we create digital twins that simulate building performance in real time and autonomously optimize operations. Our platform optimizes airflow patterns and ventilation strategies to eliminate dead zones, improve air distribution, and reduce the load on mechanical systems. On the energy side, we minimize HVAC power consumption, reduce cooling costs, and lower overall operational expenses while maintaining optimal thermal comfort and indoor air quality. Beyond immediate operational efficiency, we optimize equipment scheduling and maintenance cycles by predicting system behavior under different conditions, allowing facilities managers to proactively address issues before they become problems. Our physics first approach ensures that we're not just optimizing against historical patterns, but optimizing based on a deep understanding of how air, heat, and energy actually move through your building, enabling us to find solutions that traditional rule-based or purely data-driven systems would miss.
Inviscid AI provides real-time physics-based cooling simulations to reduce HVAC energy usage for data centers, hospitals, cold storage, and other facilities. It delivers 1000× faster simulations than traditional CFD and continuously learns from operational data to optimize setpoints via BMS integrations.
The product connects to existing BMS, meters, and IoT sensors without new hardware. It runs a physics-engine-based simulation in real time (1000× faster than traditional CFD) to model airflow and heat distribution across zones, continuously learning from live data. AI-driven setpoint recommendations are pushed automatically to the BMS to optimize cooling while maintaining comfort and uptime, with a digital twin that adapts over time and supports real-time decision making.
Who it’s for: Facilities with significant HVAC energy usage including data centers, hospitals, cold storage, office buildings, universities, manufacturing sites, and mixed-use facilities.
YC W26 demo, multiple partnerships and events, active outreach and demo scheduling
Real-time physics simulation that cut energy costs and accelerate design cycles
InviscidAI provides real-time physics simulations and digital twins that are ~1000x faster than traditional solvers, enabling live optimization of HVAC, energy use, and operations across buildings, data centers, and manufacturing. The product connects sensor data to continuous, physics-informed control and rapid what-if scenarios for dynamic design and operations.
How Inviscid AI’s homepage introduced itself over the years — each line is the page title the web actually saw, linked to that moment’s archived capture.

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