
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