Runpod Overdrive
Optimization that pays for itself
Same GPU. Up to 3.5x faster. Built for production inference.
Performance
By the numbers
See up to
3.5x
faster token streaming
Up to
3.28x
faster time to first token
Up to
2.45x
higher throughput
Based on H100 SXM 80GB, Runpod Serverless. Near lossless eval score.
Results
Speed by model
Don't see your model? We optimize any workload with production traffic.
Request Runpod Overdrive| Model | ITL improvement | Throughput improvement | E2EL |
|---|---|---|---|
| Llama 3.1 8B Instruct | Up to 3.5x | Up to 2.15x | Up to 2.26x |
| Qwen3-8B | Up to 3.33x | Up to 2.45x | Up to 2.36x |
| Gpt-oss-120b | Up to 2.33x | Up to 1.72x | Up to 1.66x |
| Gemma 4 27B | Up to 1.9x | Up to 1.63x | Up to 1.67x |
Why Overdrive
Not a config. An engine.
Any self-hosted model runs on vLLM
Fine-tuned, open-weight, or private — if you host it, we can optimize it.
Builds upon Runpod Serverless
Overdrive connects directly to Serverless, so your optimized endpoints automatically scale with traffic.
One platform, full lifecycle
The same account your team uses for training and experimentation. No new vendor, no new procurement cycle.
Three steps
How it works
- 01Tell us your workload model, context length, traffic pattern. We benchmark your endpoint’s current performance.
- 02We load your model into Runpod Overdrive and optimize your workload.
- 03Your deploy runs on Runpod Serverless. Sub-200ms cold starts. Zero idle cost.
One fee. Guaranteed results.
If we don't beat your baseline, you pay nothing.
