Industrial IoT & Digital Twins
360 racks at 40–100 kW each on direct-to-chip cooling, perimeter air and dry coolers. The twin tracks every loop against healthy physics and prices the energy a fault is costing.
At 80–100 kW a rack, a partly blocked cold plate or a tired pump becomes a throttled GPU within minutes, long before a monthly PUE report would show it.
A generic representation of the pattern, not the client’s topology.
Live demo
See this class of system as a live twin: AI pod · liquid-cooled GPU racks
How you would buy this
A physics-informed live twin of one plant system, connected to your BMS or gateway data, with fault detection and energy accounting.
Compare all engagements →Fixed fee · 4–8 weeks
From
$40,000
fixed fee
A physics-informed live twin of one plant system, connected to your BMS or gateway data, with fault detection and energy accounting.
Production twin on a private client platform
Three 800 TR water-cooled centrifugal chillers on primary-secondary pumping, modelled from first principles and bound to live plant telemetry so faults show up as physics, not as alarms after the fact.
Production twin on a private client platform
359 indoor fan-coil units and 20 rooftop outdoor units, read through their gateways and drawn floor by floor so facilities staff can see comfort, faults and efficiency at once.
Commercial energy and facility operator
Remote meters were dropping packets and accumulator rollovers were corrupting consumption figures. We hardened the edge and made the arithmetic deterministic.
Thirty minutes with the founder. Bring your architecture diagram, your cloud bill or your plant drawings, and leave with what is realistic — including when the answer is that you do not need us yet.
Mutual NDA before any detail is shared. First response within 24 hours.