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Modal vs Ray

Updated June 2026 · A structured head-to-head comparison.

Serverless compute for AI and data.

Distributed compute for AI and Python.

The verdict

Both Modal and Ray are credible development it tools, and the right pick comes down to your priorities.

Choose Modal if you want a higher overall rating (4.7/5). Serverless compute for AI and data.

Ray — Distributed compute for AI and Python.

Modal vs Ray: side by side

DimensionModalRay
Starting priceFreeFree
Free planYesYes
Pricing modelUsage-basedOpen source
Best forDevelopers, Ml TeamsMl Teams, Developers
PlatformsWeb, ApiSelf Hosted, Api
Rating4.7/5Winner4.5/5

Modal key facts

Vendor
Modal Labs
Pricing
Usage-based — Free
Free tier
Yes
Platforms
Web, Api
Best for
Developers, Ml Teams
Editor rating
4.7 / 5
Founded
2021
Headquarters
New York, NY, USA

Ray key facts

Vendor
Anyscale
Pricing
Open source — Free
Free tier
Yes
Platforms
Self Hosted, Api
Best for
Ml Teams, Developers
Editor rating
4.5 / 5
Founded
2017
Headquarters
San Francisco, CA, USA

Frequently asked questions

Is Modal better than Ray?

Neither is universally better — Modal edges ahead on overall rating, but the best choice depends on price, platforms, and your use case. See the side-by-side table above.

Is Modal or Ray cheaper?

Modal is the more affordable of the two to get started, at free. Modal starts at free; Ray starts at free.

Can Modal replace Ray?

Yes for most teams — both are development it tools with heavily overlapping features. The main trade-offs are pricing and platform support, covered in the comparison above.