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Best serverless LLM inference API

3 models · updated 2026-06-29

The verdict

Together AI leads — 2 of 3 models rank Together AI the top startup.

Not unanimous: ChatGPT picks Fireworks AI.

Combined ranking

  1. 1
    Together AI14 pts
    GPT #2Claude #1Gemini #1· Fast serverless inference for open models with broad model catalog and competitive per-token pricing.
  2. 2
    Fireworks AI13 pts
    GPT #1Claude #2Gemini #2· Best production balance of speed, model breadth, and fine-tuning.
  3. 3
    Groq5 pts
    GPT Claude #3Gemini #4· Custom LPU hardware delivers industry-leading token throughput for real-time workloads.
  4. 4
    DeepInfra3 pts
    GPT Claude Gemini #3· Exceptional cost efficiency and aggressive pricing for popular open-weight models.
  5. 5
    GroqCloud3 pts
    GPT #3Claude Gemini · Exceptional low-latency inference for supported open models.
  6. 6
    OpenRouter2 pts
    GPT #5Claude Gemini #5· Best unified API for routing across many model providers.
  7. 7
    Cerebras Inference2 pts
    GPT #4Claude Gemini · Fastest token generation for select high-demand models.
  8. 8
    Replicate2 pts
    GPT Claude #4Gemini · Easy pay-per-second API for running and scaling any open-source model with no infra.
  9. 9
    Baseten1 pts
    GPT Claude #5Gemini · Production-grade serverless deployments with autoscaling and solid observability tooling.

By model

ChatGPT

  1. 1.Fireworks AI
  2. 2.Together AI
  3. 3.GroqCloud
  4. 4.Cerebras Inference
  5. 5.OpenRouter

Claude

  1. 1.Together AI
  2. 2.Fireworks AI
  3. 3.Groq
  4. 4.Replicate
  5. 5.Baseten

Gemini

  1. 1.Together AI
  2. 2.Fireworks AI
  3. 3.DeepInfra
  4. 4.Groq
  5. 5.OpenRouter

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