Maximize LLM Online Inference Performance
LLM inference you can count on. Optimize your LLM inference performance—while reducing costs.
Best-in-Class Inference
Fine-Tune and Customize Without Increasing Costs
Easily fine-tune any open source LLM models—without paying the price. Fine-tune and serve without added costs, unlike proprietary options like OpenAI.
Your Data, Your Cloud
Anyscale works on your cloud so you can fine-tune any open source LLM model while still retaining full control of your data. Track and control your models, experiments, and data.
Best-in-Class Reliability
Deploy LLMs without worrying. Anyscale is production ready, with head node recovery, Multi-AZ support, and zero downtime upgrades.
Streamlined Development
Quickstart your LLM inference process with RayLLM—available only on Anyscale. Get out-of-the-box integrations with Anyscale’s optimized vLLM inference engine, or easily integrate with other engines like TRT-LLM, TGI, and more.
State-of-the-Art LLM Inference
Fast Node Launching and Autoscaling
Speculative Decoding
Prefix Caching
Compatible with Open Source LLMs
Customizable Performance
Multi-LoRA Serving
JSON Mode
Multi-Model Services
Tensor Parallelism
| | | |
|---|---|---|---|
Fast Node Launching and Autoscaling | – | N/A | 60 seconds |
Speculative Decoding | N/A | ||
Prefix Caching | N/A | ||
Compatible with Open Source LLMs | – | ||
Customizable Performance | – | ||
Multi-LoRA Serving | N/A | Optimized | |
JSON Mode | Optimized | ||
Multi-Model Services | – | N/A | |
Tensor Parallelism | – |
Ray LLM: Anyscale-only ML Library for LLM Inference
Supercharge your inference workflow with Ray LLM, an out-of-the-box solution for LLM inference. Get started with this Ansycale-exclusive ML library and serve better LLM inference, faster.
Use Any Inference Engine
Anyscale supports every major inference engine including vLLM, TRT-LLM, TGI, and more. Plus, with our proprietary vLLM optimizations, we can tune your engine performance to reduce costs by up to 20%.
Reliable Where it Counts
Ensure that any issues on the back end don’t lead to downtime for your end user. With multi-AZ support, zero downtime upgrades, head node fault tolerance, and more, you can ensure your deployed model is always available.
“We have no ceiling on scale, and an incredible opportunity to bring AI features and value to our 170 million users.”
Greg Roodt
ML Lead, Canva
Out-of-the-Box Templates & App Accelerators
Jumpstart your development process with custom-made templates, only available on Anyscale.
End-to-End LLM Workflows
Execute end-to-end LLM workflows to develop and productionize LLMs at scale
Deploy LLMs
Base models, LoRA adapters, and embedding models. Deploy with optimized RayLLM.
Build an LLM Router
Use a router for High-Quality and Cost-Effective Responses.
FAQs
Yes, Anyscale is built to be your AI/ML compute platform and it supports a variety of use cases, including the entire end-to-end LLM process.
Get Started with Anyscale for Online LLM Inference
Stop relying on expensive, closed source, single-solution offers for LLM inference, and switch to the platform that does it all.