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Modal vs vLLM

Our take

Pick Modal if python teams with spiky GPU/CPU jobs who will read a per-second table. Pick vLLM if platform and inference engineers who already have a GPU (or a kube cluster) and need an OpenAI-shaped endpoint. Skip Modal if people who want a hosted chat playground (Together AI) or a one-click image studio (Replicate). Skip vLLM if someone who wants a local ChatGPT window (Ollama, Jan) and will not run vllm serve.

Modal

Modal

signed-out serverless GPU/CPU playground

vLLM

high-throughput LLM serving engine

Best for

Modal Run a containerized function on burst GPUs

vLLM Serving tokens at production QPS

Free plan

Modal $0 · / month + compute. Up to 3 seats. Included compute $30 / month. 1-day logs. 5 deployed crons

vLLM $0 · apache-2.0. You pay the GPU, electricity, and (if you use them) model licenses

Lowest paid

Modal CPU $0.0000131/mo

vLLM Not published by the vendor

Next step up

Modal Example GPU list (per second) $0.001097

vLLM

Runs where

Modal

vLLM Web, desktop; hosted

Watch out

Modal $0 is the seat, not the GPU

vLLM The GPU is the bill

Last checked

Modal 2026-10-21 · modal.com/pricing

vLLM 2026-10-20 · github.com/vllm-project/vllm

Which one, then?

Pick Modal if

python teams with spiky GPU/CPU jobs who will read a per-second table.

Read the Modal page

Pick vLLM if

platform and inference engineers who already have a GPU (or a kube cluster) and need an OpenAI-shaped endpoint.

Read the vLLM page

Other comparisons