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Anyscale vs Fireworks AI

Our take

Pick Anyscale if mL teams already writing Ray who want a workspace instead of a pile of raw VMs. Pick Fireworks AI if developers who will pick a library card and copy the Standard $/1M triple. Skip Anyscale if app builders who just need a serverless GPU function (Modal).

Anyscale

Anyscale

hosted Ray workspace

Fireworks AI

serverless (and dedicated-GPU) inference

Best for

Anyscale Ray at production scale

Fireworks AI One HTTP call to an open model with a printed row

Free plan

Anyscale No free plan

Fireworks AI No free plan

Lowest paid

Anyscale Not published by the vendor

Fireworks AI NVIDIA Nemotron 3.5 Lightning 30B A3B $0.05

Next step up

Anyscale

Fireworks AI GLM 5.3 Flash $0.15

Runs where

Anyscale Hosted

Fireworks AI

Watch out

Anyscale No published monthly seat

Fireworks AI You are billed per token (or per GPU hour)

Last checked

Anyscale 2026-10-22 · anyscale.com/pricing

Fireworks AI 2026-10-22 · docs.fireworks.ai/serverless/pricing

Which one, then?

Pick Anyscale if

mL teams already writing Ray who want a workspace instead of a pile of raw VMs.

Read the Anyscale page

Other comparisons