Designed by physics.
ToffeeX is a physics AI engine that generates heat sinks, cold plates and heat exchangers from governing physics, not training data, with manufacturing constraints built in.
ConventionalToffeeX design
Used by engineering teams at
Better parts, faster.
Lighter parts that cool better.
68%lighterThan the copper design, with 6.9% lower thermal resistanceInverter cold plate, aluminum binder jetting. Ricoh.Read the case studyTools that last longer.
+67%tool lifeDie-casting tool, from ~24K to ~40K cyclesToyota Motor Europe, conformal cooling designed with ToffeeX.Read the studyFaster design cycles.
2×fasterCooling design, in half the timeToyota Motor Europe. About 4 h per design on 36 CPUs.Read the study
Temperature
Channels that grow where the heat is.
A uniform channel layout cools every region of a chip the same way, even though some run much hotter than others. ToffeeX solves flow and heat at every iteration, so branches form where the chip runs hot.
The same engine across different industries.
- AI and Data CenterCold plates and manifolds for the chips that run AI workloads.
- Aerospace & DefenseHeat exchangers, manifolds and cooling channels for aircraft, launch and defense systems.
- AutomotiveInverter, IGBT and battery cold plates, oil coolers and cooling for manufacturing tools.
- ElectronicsHeat sinks and cold plates for electronics, from 5G/6G routers to inverters.
- EnergyHeat exchangers and manifolds for oil & gas, hydraulic and nuclear systems.
What are you designing?
Bring your challenges. We will partner with you to solve them.
