ScaleServe

Try the world's fastest Long Context LLM API
in a serverless way

ScaleServe

Try the world's fastest
Long Context LLM API
in a serverless way

ScaleServe

Try the world's fastest
Long Context LLM API
in a serverless way

Lightning-fast API
for long-context LLMs at scale

Speed Comparison

DeepAuto.ai delivers up to 2.4× faster API performance than SGLang when processing 1 million-token prompts, enabling significantly more efficient long-context LLM deployments

Setting a new standard for long-context LLM efficiency.

Efficient context serving

Practical 1M+ Token Context Serving

Powered by HiPAttention, our proprietary sparse attention framework, along with KV cache offloading, enabling efficient million-token context serving.

Powered by HiPAttention, our proprietary sparse attention framework, along with KV cache offloading, enabling efficient million-token context serving.

Faster infrerence

Lower memory usage

Reduced cost

Any Model

Extend Any Model
No Rewrites or Retraining

ScaleServe works with any open-source LLM, including Llama, DeepSeek, Qwen, and Gemma, regardless of the original context size.
No model changes. No retraining. Just plug in via API and handle million-token inputs without chunking or custom logic.

ScaleServe works with any open-source LLM, including Llama, DeepSeek, Qwen, and Gemma, regardless of the original context size.
No model changes. No retraining. Just plug in via API and handle million-token inputs without chunking or custom logic.

No length limitation

No model modifications

No retraining

*Gemma2 has originally 8k token limit, however we extend it up to 256k token. This limit is artificial, user can extend this limit up to memory allowed length (up to 3M tokens are tested with 48GB VRAM)

*Gemma2 has originally 8k token limit, however we extend it up to 256k token. This limit is artificial, user can extend this limit up to memory allowed length (up to 3M tokens are tested with 48GB VRAM)

Effortless efficiency

Fully Serverless, Scalable, and Cost-Efficient

Fully Serverless, Scalable,
and Cost-Efficient

With no infrastructure to manage, there’s no need to worry about GPU setup or scaling complexities.
ScaleServe handles autoscaling, delivers fast cold starts, ensures multi-tenant isolation, and supports private deployments. You only pay for what you use.

With no infrastructure to manage, there’s no need to worry about GPU setup or scaling complexities.
ScaleServe handles autoscaling, delivers fast cold starts, ensures multi-tenant isolation, and supports private deployments. You only pay for what you use.