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Best model serving and deployment platform

3 models · updated 2026-06-29

The verdict

Modal leads — 2 of 3 models rank Modal the top startup.

Not unanimous: ChatGPT picks Baseten.

Combined ranking

  1. 1
    Modal—14 pts
    GPT #2Claude #1Gemini #1· Serverless GPU platform with fast cold starts and excellent developer experience for custom model deployment.
  2. 2
    Baseten—13 pts
    GPT #1Claude #2Gemini #2· Best production inference platform for custom and open-source models.
  3. 3
    Replicate—8 pts
    GPT #3Claude #4Gemini #3· Easiest marketplace-style deployment for popular AI models.
  4. 4
    BentoML—3 pts
    GPT —Claude #3Gemini —· Open-source framework for packaging and serving any model, with BentoCloud for managed scaling.
  5. 5
    Together AI—2 pts
    GPT #4Claude —Gemini —· Strong hosted inference for open-source frontier models.
  6. 6
    Anyscale—1 pts
    GPT —Claude #5Gemini —· Ray Serve-based platform built for high-throughput, distributed model serving at scale.
  7. 7
    RunPod—1 pts
    GPT —Claude —Gemini #5· Flexible serverless GPU containers and rentable instances with highly competitive pricing.

Not ranked (incumbents): Hugging Face Inference Endpoints

By model

ChatGPT

  1. 1.Baseten
  2. 2.Modal
  3. 3.Replicate
  4. 4.Together AI
  5. 5.Hugging Face Inference Endpoints

Claude

  1. 1.Modal
  2. 2.Baseten
  3. 3.BentoML
  4. 4.Replicate
  5. 5.Anyscale

Gemini

  1. 1.Modal
  2. 2.Baseten
  3. 3.Replicate
  4. 4.Hugging Face Inference Endpoints
  5. 5.RunPod

Tracked by ModelsAgree · rank 1 = 5 pts … rank 5 = 1 pt · re-polled continuously