Illustration of HBM, GPU and SCD with impingement cooling.

SCD Substrating

Hotspot-Free AI Chips

Up to 10x Power

Up to 10x Lifetime

Heatmap showing concentrated hotspots against cooler regions.

Hotspots are Evil. And Everywhere.

Hotspots limit chip speed and lifetime. Local peak temperatures are the key driver to constrain performance and accelerate chip failure mechanisms.

Hotspots occur in high-power training chips as well as lower-power inference chips. Even a chip that is cooler on average can contain microscopic regions with intense local heat flux.

Learn more about how hotspots are everywhere and how Hotspots are Evil.

Standard Silicon – but Thinned, then Substrated with SCD

Only the top 1% of silicon in a chip die is active transistors, etc. The remainder 99% is passive material, trapping heat because silicon is a poor thermal conductor.

Bonding SCD substrates within microns of the active silicon dissipates hotspots laterally, flattening temperature peaks as well as boosting downstream cooling to work more efficiently.

Silicon bonded directly to SCD.

Hotspots, Gone

Thermal Headroom comparison: baseline and DF-substrated heatmaps show 50°C lower hotspot temperature. The power-density chart compares die configurations at 115°C.

SCD substrating flattens hotspots – and enhances a chip’s thermal envelope to benefit speed and lifetime.

Chip designers can use the larger thermal envelope to increase performance, extend lifetime, or pursue a combination of both. Either choice can increase lifetime tokens per dollar of capital invested.

Bring SCD to your AI chips →
Rectangular SCD substrates arranged in a wafer frame.

Chip Sized SCD Substrates: Now Exist and Available at Scale

Single Crystal Diamond substrates now exist at ASML reticle-limit size and are available in volume. (Just a few years ago, no-one on Earth knew how to possibly make them.)

Learn more about DF Operations →

No Compromise

SCD is the no-compromise solution to thermal. Yes, there are other compromising ways to thermal:

Graphene or polycrystalline diamond?

SiC? An incremental benefit but not enough of a thermal envelope to make AI chips bankable.

Microchannels? Technically intriguing but plagued by operational and financial risk.

Useful tokens per year times productive years, divided by installed CapEx, equals bankable lifetime tokens per dollar of CapEx.

Make AI Chips Bankable

For AI chips to be a bankable infrastructure asset, they need to be engineered for it.

We help make AI chips bankable through one of the most controllable drivers for limited speed and lifetime: peak temperatures.

By giving AI chips their max thermal envelope, we enable chip designers to achieve max lifetime tokens through either faster speed or longer lifetime or any combination thereof.

Learn more about Making AI Chips Bankable →

Explore the technology

We are working with the leading AI chip & cloud compute companies to create the future.