anyscale-com

anyscale-com

Anyscale is a production-scale AI platform built on Ray that enables organizations to run, scale, and optimize data-intensive training and inference pipelines (distributed training, multimodal data curation, batch embedding generation, and post-training workflows) across GPUs and multi-cloud environments.

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#119 in Developer Tools (119 tools)
Just launched
Data reviewed Sep 6, 2026

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anyscale-com

Anyscale is a production-grade AI platform built on Ray that helps teams build, run, and optimize data-intensive training and inference pipelines across GPUs and multi-cloud environments. The platform targets foundation model builders and AI teams by enabling distributed model training, multimodal data curation, batch embedding generation, and post-training workflows with simple Python APIs and native support for existing AI libraries like PyTorch, vLLM, and XGBoost. Anyscale emphasizes pooled GPU resource management, multi-cloud execution, fine-grained hardware control, observability, and enterprise governance features such as SSO, SAML, SCIM, and audit logs.

Anyscale is an AI application platform for building, running, and scaling AI applications.

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Key Features

Distributed training

Orchestrate model training across GPU clusters with elastic scaling, last-mile data preprocessing, and GPU observability using Ray Train and examples showing TorchTrainer and ScalingConfig.

Multimodal data curation

Large-scale pipelines for curating and preparing multimodal data across video, image, text, and audio with Ray Data and downloadable media handling examples.

Batch embedding generation

Compute and persist embeddings at scale for search, retrieval, or training using parallel map_batches patterns and sentence-transformers examples running across multiple GPU workers.

Post-training workflows

Support for post-training frameworks like vLLM, SkyRL and veRL for running inference and RL-style post-training pipelines natively on Ray.

Fine-grained machine control

Compose workloads with distributed functions and classes running on different CPUs, GPUs, TPUs, or accelerator racks, and allocate hardware precisely per task.

Multi-cloud orchestration & pooled GPUs

Run the same code across AWS, GCP, Azure, Nebius or CoreWeave and pool GPUs across clouds, regions, and Kubernetes clusters to maximize utilization.

Advanced observability and governance

Provides observability for Ray workloads and enterprise governance controls including SSO, SAML, SCIM, and audit logs.

Built on open source Ray

Leverages Ray as the underlying compute engine with native libraries (Ray Data, Ray Train) and an ecosystem of third-party libraries.

Simple Python APIs

Execute Python functions and classes on a distributed cluster with straightforward APIs and decorators demonstrated in code samples.

Pricing

Free Tier Available

Free account access with an initial $100 credit to get started (page references 'Get Started with $100 Credit' and 'Start for Free').

Use Cases

Multimodal data curation

Prepare and curate large-scale multimodal datasets (video, image, text, audio) using Ray Data pipelines and distributed media download and processing.

Distributed model training

Train large models across many GPUs with elastic worker scaling, integrated training loops, and reporting via Ray Train (examples show launching across 64 GPU workers).

Batch embedding generation

Generate embeddings in parallel across GPU workers for retrieval, search, or downstream training workflows and persist results to object stores/warehouses.

Post-training and RL workflows

Run inference and policy training on post-training frameworks such as vLLM and SkyRL with distributed actors and score/prepare trajectories for training.

Multi-cloud GPU pooling

Pool GPUs across clouds and regions to maximize utilization and run workloads without cloud-specific rewrites.

Integrations

Ray (open source)

Underlying distributed compute engine and native libraries such as Ray Data and Ray Train.

PyTorch

Native examples and support for distributed PyTorch training via Ray Train/TorchTrainer.

vLLM

Support for vLLM in post-training and inference workflows running on Ray.

SkyRL / veRL

Post-training and RL-style frameworks mentioned as natively built on Ray.

SentenceTransformers

Used in embedding generation examples to compute embeddings in parallel across GPUs.

XGBoost

Listed as a supported framework that can be scaled with Ray on Anyscale.

Cloud providers (AWS, GCP, Azure, Nebius, CoreWeave)

Multi-cloud execution support to run the same code across major cloud GPU providers.

Benefits

Scale data-intensive AI workloads (training, inference, data curation) with Ray on Anyscale.
Unify and govern AI workloads across teams and clouds with SSO, SAML, SCIM, and audit logs.
Fine-grained hardware allocation to place workloads on specific CPUs, GPUs, TPUs, or accelerator racks.
Efficient distributed communication via Ray’s in-memory object store or RDMA for high-throughput transfers.
Multi-framework support to scale existing libraries like PyTorch, vLLM, SGLang, and XGBoost.
Faster time-to-production: page cites customer outcomes such as 13x faster model loading and 4x faster experimentation for visual language models.

Limitations

No verified limitations are available.

Frequently Asked Questions

No verified FAQs are available.

Getting Started

  1. 1 Create a free Anyscale account (the site advertises 'Start for Free' and 'Get Started with $100 Credit').
  2. 2 Explore code templates and example notebooks on the Anyscale Platform and run provided 'Try now' examples.
  3. 3 Connect your object store or cloud GPU resources, then run example Ray Data/Train pipelines to validate distributed training or embedding workflows.

Support

Contact Sales

Use the site's 'Contact Sales' link to reach sales and onboarding (page includes 'Contact Sales').

Docs

Documentation resources available: Ray Docs and Anyscale Docs are listed on the site under Resources.

Support

Anyscale Support is referenced on the site for product support and assistance.

Training & Learning

Self-service courses, webinars, and events (Ray Training, online courses) are available via the site.

API

Available: Yes
Documentation:

Ray Docs and Anyscale Docs (site references 'Simple Python APIs' and links to Ray Docs / Anyscale Docs).

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