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Baseten vs vLLM

A side-by-side comparison of Baseten and vLLM, two Inference tools, drawn from Ignaite's continuously-verified listings.

Compared from listings verified as of

Baseten

Inference

Inference cloud for serving any AI model in production.

View Baseten

vLLM

Inference

High-throughput, memory-efficient inference engine for LLMs.

View vLLM

At a glance

Feature comparison of Baseten and vLLM
AttributeBasetenvLLM
CategoryInferenceInference
Pricing (differs)FREEMIUMFREE
License (differs)ProprietaryOpen source
Deployment (differs)CloudSelf-host
Platforms (differs)Web, APILinux, CLI, API
Model supportMulti-modelMulti-model
Vendor (differs)BasetenvLLM Project
Capabilities (differs)
  • Model inference / serving
  • Multi-model access
  • GPU compute
  • Fine-tuning / training
  • Embeddings
  • App / agent deployment
  • Tool / function calling
  • Model inference / serving
  • Multi-model access

The honest brief

Baseten

Pairs prebuilt Model APIs with dedicated Truss deployments and scale-to-zero, so you don't pay for idle GPUs.

  • Prebuilt Model APIs for Llama, DeepSeek
  • Dedicated GPU/CPU deploys for custom models
  • Open-source Truss packaging format
  • Production-grade observability and autoscaling
  • Dedicated GPU rates run pricier than Modal
  • Per-replica cost doubles for redundancy
  • Engineering effort to package custom models

vLLM

PagedAttention pages the KV cache like OS virtual memory — the throughput trick that made it the OSS serving default.

  • Serves most Hugging Face transformer models
  • High throughput via continuous batching
  • Apache-2.0, fully self-hostable
  • OpenAI-compatible server
  • Huge contributor community
  • You manage the GPU infrastructure
  • Setup/tuning learning curve
  • Less turnkey than hosted APIs
  • Optimized mainly for NVIDIA GPUs

When to pick which

Baseten leans on Multi-model access as a headline capability; vLLM treats it as secondary.

  • Multi-model access (primary capability)

They also differ on:

Pricing
FREEMIUM · FREE
License
Proprietary · Open source
Deployment
Cloud · Self-host
Platforms
Web, API · Linux, CLI, API

Their capability lists differ in recorded depth — compare the full lists above before deciding.