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

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

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

Speed Comparison
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

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

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.

Setting a new standard for long-context LLM efficiency.

Efficient context serving
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
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.

From enterprise-scale workloads to lightweight, on-demand tasks
Key Technology

Query Router

Query Router

Recent QueryRouter result
All routing models demonstrated superior functionality and pricing compared to the top-1 model

Optimized for cost, latency
and accuracy

Optimized for cost, latency and accuracy

Automatically routes to the most cost-efficient model, reducing inference costs by up to 90%
Automatically routes to the most cost-efficient model, reducing inference costs by up to 90%
Selects the lowest-latency model for real-time responsiveness
Selects the lowest-latency model for real-time responsiveness
Chooses the most accurate model for each task to maintain output quality
Chooses the most accurate model for each task to maintain output quality

Unified, Vendor-agnostic access

One API for commercial, open-source, and private models
One API for commercial, open-source, and private models
No vendor lock-in; seamless billing and orchestration
No vendor lock-in; seamless billing and orchestration
Simplifies model integration across providers
Simplifies model integration across providers

Enterprise-ready and future proof

Supports private model pools, on-prem, and private cloud environments
Supports private model pools, on-prem, and private cloud environments
Continuously integrates the latest top-performing models
Continuously integrates the latest top-performing models
Built for reliability with high uptime and automatic failover
Built for reliability with high uptime and automatic failover

Pricing

Pricing

LLAMA 4 MODELS

LLAMA 4 MODELS

MODEL

LLama 4 scout

LLama 4 scout

Price 1M Tokens

$0.18$0.14 input

Limited Run

$0.50$0.47 Output

Limited Run

Model

LLama 4 scout

Price 1M Tokens

$0.18$0.14 input

Limited Run

$0.50$0.47 Output

Limited Run

LLama 4 Maverick

LLama 4 Maverick

$0.27$0.22 input

Limited Run

$0.85$0.68 Output

Limited Run

Model

LLama 4 Maverick

$0.27$0.22 input

Limited Run

$0.85$0.68 Output

Limited Run

QWEN MODELS

MODEL

Qwen QwQ-32B

Qwen QwQ-32B

Price 1M Tokens

$01.20$0.96

Limited Run

Model

Qwen QwQ-32B

QWEN MODELS

Price 1M Tokens

$1.20$0.96

Limited Run

Generate your API Key

Generate your API Key