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Best internal developer platform

3 models · updated 2026-06-29

The verdict

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

Not unanimous: Claude picks Port.

Combined ranking

  1. 1
    Humanitec—12 pts
    GPT #2Claude #3Gemini #1· Platform orchestrator for automated infrastructure provisioning and environment management.
  2. 2
    Port—11 pts
    GPT #3Claude #2Gemini #2· Most flexible no-code IDP with a powerful software catalog and self-service actions.
  3. 3
    Cortex—6 pts
    GPT #4Claude #4Gemini #4· Mature catalog and scorecards for service ownership.
  4. 4
    Qovery—2 pts
    GPT —Claude #5Gemini #5· Developer self-service environments on your own cloud with minimal platform-team overhead.

Not ranked (incumbents): Backstage, Harness IDP

By model

ChatGPT

  1. 1.Backstage
  2. 2.Humanitec
  3. 3.Port
  4. 4.Cortex
  5. 5.Harness IDP

Claude

  1. 1.Backstage
  2. 2.Port
  3. 3.Humanitec
  4. 4.Cortex
  5. 5.Qovery

Gemini

  1. 1.Humanitec
  2. 2.Port
  3. 3.Backstage
  4. 4.Cortex
  5. 5.Qovery

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