More compute per watt
on your GPUs

We find and lock the best operating point your stack can't hold

Runs alongside vLLM, SGLang and TensorRT. Under your power envelope, with no rewrite of your stack.

Demo

Inference is where AI
hits its cost ceiling

Every GPU has a fixed limit on what it can serve, and adding more is slow and expensive.

You're left with capacity you can't grow and thin margins on every token. The limit isn't the hardware. It's the operating point your stack settles into and never leaves.

Solutions

How the CarbonForge loop works

1 · Measure

Power Telemetry

Sub-millisecond power and latency, with kernel-level attribution.

2 · Optimize

Optimization Engine

Searches the operating point that captures what your monitoring misses.

3 · Re-lock

Runtime Controller

Re-locks the operating point when models, traffic, or hardware change.

Re-locks continuously as models, traffic, and hardware change

Run the complete Loop on your fleet. More tokens per GPU under the same power envelope.

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Team

Built at Mila

Leadership

Advisors

Become an early adopter partner

A limited number of slots in 2026 for teams serving, operating, or running inference at scale.

Apply Now