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Anyscale

UNCLAIMEDClaim this listing

By Anyscale

INFERENCE ENGINES

Anyscale — Ray provides a simple, universal API for building distributed applications. Listed under Inference engines in the Inference / Serving layer. 4 of 9 comparison attributes are recorded, each with the page it was read from.

Ray is an open source framework for managing, executing, and optimizing compute needs. Unify AI workloads with Ray by Anyscale. Try it for free today.

4 OF 4 SIGNALS HELD

WebsiteDocsray-project/ray

What it runs on, and what runs on it

31 cited edges
The differentiator

Computed from the stack graph, both directions. Every cited edge links the page it was read from; a vendor-added one links the vendor’s own source — this is the reason to be here rather than on the vendor’s own site.

RUNS ON / INTEGRATES WITH

USED BY

Open-source signals

LICENCE
Apache-2.0
2026-09-10JSON
DOWNLOADS 30D
33,189,530
LAST COMMIT
2026-09-10
2026-09-10JSON

A HOLLOW RING IS UNMEASURED, NOT ZERO · WE DO NOT SUBSTITUTE A PARENT COMPANY’S REPOSITORY FOR A PRODUCT THAT HAS NONE

Price

We hold no price for this product.

This is open-source software: you can run it yourself and the licence costs nothing. If the project also sells a hosted service, we do not yet hold the page it prices it on. If that changes — or if you publish /.well-known/pricing.json — it appears here with a capture date.

How we read prices →

What its categories ask

4 answered · 5 unanswered

9 questions declared by Inference engines. Most rows across the directory read like these.

ATTRIBUTEANSWEREVIDENCE · SOURCE
Hardwareheterogenous GPUs and CPUs
“Support any AI or ML workload Support any data types and model architectures Use heterogenous GPUs and CPUs with fine-grained, independent scaling Fully utilize every accelerator Scale from your laptop to thousands of GPUs”
2026-09-12
LicenceApache-2.02026-09-11JSON
Open sourceYes2026-09-11JSON
OpenAI-compatible APIYes
“OpenAI-compatible API, multi-model serving, tensor/pipeline parallelism, LoRA, and vLLM/SGLang backends.”
2026-10-06
Continuous batchingno answer on record
Deploymentno answer on record
Quantizationno answer on record
Streamingno answer on record
Structured outputno answer on record

A ROW WITH NO ANSWER IS NOT A ROW WITH A “NO” · A VENDOR MAY ANSWER A BLANK ONE, MARKED VENDOR CLAIMED WITH ITS SOURCE · A DOCUMENTED VALUE IS DISPUTED, NOT OVERWRITTEN, AND STAYS VISIBLE WHILE WE RE-READ THE SOURCE

Practitioner reviews

Nobody has written one yet.

A review here is structured, not a star: hardware, scale band, what broke in production, and whether you would choose it again.

NO PERCENTAGE IS SHOWN UNDER FIVE REVIEWS · NO STAR RATINGS, EVER

More from Anyscale

1 other product from Anyscale. Listed under the same organisation record — see the company page.

Ray ServeRay is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloadsInference / Serving

Also in this category

47 products in Inference engines. Comparison defaults to within the category — pairing this with a GPU cloud would produce a page that means nothing.

OllamaUSED BY 20COMPARE →
vllmUSED BY 18COMPARE →
SGLangUSED BY 5COMPARE →
CTranslate2USED BY 3COMPARE →
LMDeployUSED BY 2COMPARE →
BasetenUSED BY 1COMPARE →
atomic-chatNO DEPENDENTS RECORDEDCOMPARE →
audio.cppNO DEPENDENTS RECORDEDCOMPARE →

USED BY = LISTED PRODUCTS DEPENDING ON IT, IN THIS DIRECTORY

Frequently asked

Is Anyscale open source?
Yes — it is listed as open source, and its repository is the source for the activity figures on this page rather than anything the project says about itself.
What does Anyscale run on?
vllm. Every one of those is an edge we recorded from documentation that states it, not an inference from what the two products have in common.
Does Anyscale offer openai-compatible API?
Yes. Read from their own page: “OpenAI-compatible API, multi-model serving, tensor/pipeline parallelism, LoRA, and vLLM/SGLang backends.”.
What does a blank mean on the Anyscale page?
That nobody has told us, not that the answer is no. A hollow ring is "no answer on record", which is a different state from a recorded no — and the two look different on purpose. A blank is an absence of evidence, and this page shows how many of its questions are in that state rather than quietly leaving them out.
Where do the Anyscale figures come from?
Each one is read from a public page — usually the vendor's own documentation or pricing page — and carries a link to it with the date it was read. Nothing here is estimated, averaged across sources, or inferred from a similar product. If a figure cannot be traced to a page, it is not published.
Can Anyscale change what this page says?
They can claim the listing and supply or correct values, which are then labelled as theirs. They cannot remove the page, hide a comparison they are losing, or change a figure somebody else recorded with a source. Nothing on the page is for sale. How the site is paid for is set out under money and independence at /our-data#sec5.
Something here is wrong — how do I fix it?
Dispute the value. Every figure links to the page it was read from, so a dispute names the value and gives a source that contradicts it. That is the only lever anyone has over this page, and it is the same lever for the vendor, a competitor and a reader.
Is this listing run by Anyscale?
No. It is built from public sources, and no value on it came from the company. Anyone with an address at ray.io can claim it for free. A claim lets the company write the tagline, description and logo, and answer blank questions or add dependencies, each marked as theirs with a source. Prices, licence and OSS figures stay as the directory read them, category changes only through our review, and each can be disputed with a source.

Cite this page

A model that quotes us should quote us correctly. The reading and its date sit inside the citation rather than beside it, because a quotation carrying only a URL goes wrong the week the URL changes.

infratoapp, “Anyscale — Inference engines”, read 12 September 2026. Hardware: heterogenous GPUs and CPUs as published at ray.io. https://www.infratoapp.com/products/anyscale

What Anyscale can and cannot change here

Claiming Anyscale lets its admins and editors change the tagline, description, logo, docs link and deployment model of every product that org owns — live, labelled as theirs, and logged. Answers to blank questions and dependencies go live too, marked as the owner’s and sourced; a documented answer cannot be overwritten. Everything else on this page is a stated fact with a dispute route: price, licence and OSS figures. Those columns are ungranted at the database level, so they are not a feature we withheld — they are a write that cannot happen. Name, category, website, pricing page and package names can be changed by the owner only through our review. A dispute never deletes a value; it marks it and publishes the correction.

Claim AnyscaleFree · email at ray.io