Alternatives

Modal alternatives in 2026 (RunPod, Replicate, Banana, Beam, Anyscale)

Top Modal alternatives in 2026: RunPod (cheap raw GPU), Replicate (serverless API), Banana (custom inference), Beam (Python-first serverless), Anyscale (Ray-native).

Why people search this

People look for Modal alternatives because they want cheaper raw compute (RunPod), serverless API ergonomics (Replicate), custom inference (Banana), or Ray-native distributed compute (Anyscale).

The ranking

RunPod

Best for: Cost-sensitive training + batch inference · Price: Per-hour GPU rental

Cheapest raw GPU rental in 2026. Also offers serverless for inference.

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Replicate

Best for: Creators + developers running open-weight models via API · Price: Per-second compute

Cleanest serverless API for running open-source models — image, video, audio especially.

Banana

Best for: Custom inference, bring-your-own-weights · Price: Per-second compute

Custom inference platform — bring your own model, serverless GPU.

Beam

Best for: Python-first serverless, custom inference · Price: Per-second compute

Python-first serverless compute — similar shape to Modal with different DX trade-offs.

Anyscale

Best for: Ray-native distributed workloads, large-scale inference · Price: Per-second + per-token

Ray-based distributed compute platform.

FAQ

Cheapest Modal alternative?

RunPod for raw GPU rental; Replicate at low scale.

Best for serverless API?

Replicate — cleanest serverless API in the category.

Best Python-first alternative?

Beam — Python-first serverless with similar DX shape to Modal.

Last updated: 2026-06-01.