Your fleet has more throughput than your monitoring can see

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

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

Demo

Your stack can't see most of the optimization space

Every model update, every traffic shift, every GPU refresh drifts your operating point. Your power envelope doesn't move.

Your monitoring polls GPU averages at coarse intervals. CarbonForge measures the same workload at sub-millisecond resolution. What your stack can tune is a fraction of what's there.

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

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