Back to Fastren

Anyscale Endpoints

Freemium
llmapiopen sourceai developer toolsinferenceserverlessmachine learningmistralllamapay-as-you-go

Anyscale Endpoints offers a fast, cost-effective, and scalable API service for developers to integrate leading open-source large language models like Llama 3 and Mixtral directly into any application.

Try it out

Anyscale Endpoints is a fully managed API platform providing access to popular open-source large language models (LLMs). Built on the high-performance Ray framework, the service is engineered for enterprise-grade scalability, low latency, and high throughput. It targets developers and businesses who want to leverage the power of open-source AI without the significant overhead of hosting, managing, and scaling the inference infrastructure themselves. The core value proposition is its combination of performance and cost-effectiveness, offering pay-per-token pricing that is often much cheaper than proprietary model APIs. By providing an OpenAI-compatible API, it allows for a seamless transition for developers looking to experiment with or productionize open-source models like Llama 3 and Mixtral.

Pros

  • Significantly more cost-effective per token compared to proprietary model APIs like OpenAI's.
  • Built on the Ray distributed computing framework, providing high throughput and low-latency inference.
  • Offers an OpenAI-compatible API, allowing for a drop-in replacement in existing codebases with minimal changes.
  • Fully managed serverless platform eliminates the need for any infrastructure setup or maintenance.
  • Provides access to a curated list of state-of-the-art open source models, including from Meta and Mistral AI.

Cons

  • The selection of models is curated by Anyscale and is less extensive than model repositories like Hugging Face.
  • The Endpoints service is focused on inference; it does not offer a simple, integrated fine-tuning API service.
  • While using open-source models, developers are still reliant on Anyscale's platform, introducing a degree of vendor dependency.
  • Users have less control over specific serving configurations, such as quantization methods, compared to self-hosting.

Key features

  • Pay-as-you-go API access to open-source LLMs
  • OpenAI-compatible Chat Completions API
  • Serverless auto-scaling for handling variable traffic loads
  • Support for popular models like Llama 3, Mixtral, Code Llama, and Gemma
  • Low-latency streaming for real-time applications
  • High-performance inference engine
  • Centralized billing and usage tracking

Integrations

LangChainLlamaIndexOpenAI Python SDKOpenAI Node.js SDKVercel AI SDKAny HTTP client (e.g., cURL, Python requests)Databricks

Target audience

AI/ML engineers, application developers, and organizations of all sizes seeking to build applications with open-source LLMs without managing infrastructure. Ideal for those prioritizing performance, scalability, and cost-efficiency.

Ratings & Reviews

0.0

Based on 0 reviews

Key Metrics

Founded

2019

Headquarters

Berkeley, USA

Pricing Tiers

Free Tier

New users receive $10 in free credits to use on any available model in Anyscale Endpoints.

Free

Pay-as-you-go

Users pay only for what they use based on the number of tokens processed. Pricing varies by model, for example: Llama-3-8B-Instruct is $0.15/1M tokens (input/output) and Mixtral-8x7B-Instruct is $0.50/1M tokens (input/output).

$0/mo

Frequently Asked Questions

Top Alternatives to Anyscale Endpoints

Together AI

A direct competitor offering a similar cloud platform for running open-source AI models, often competing closely on price and model availability.

OpenAI API

Users may choose OpenAI for exclusive access to their cutting-edge proprietary models like GPT-4o, though typically at a higher cost per token.

Fireworks AI

Another competitor focused on providing the fastest possible inference speeds for a variety of open-source and custom-trained models.

Self-Hosting (e.g., on AWS/GCP)

Developers choose self-hosting for maximum control, privacy, and customizability, but it requires significant operational effort and infrastructure management.

Ready to get started?

Join thousands of users and see how Anyscale Endpoints can transform your workflow today.

Visit Anyscale Endpoints