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Best internal developer platform

4 models · updated 2026-07-09

The verdict

Port leads — 3 of 4 models rank Port the top pick.

Not unanimous: Grok picks Backstage.

Combined ranking

  1. 1
    Port19 pts
    GPT #1Claude #1Gemini #1Grok #2

    Best all-around 2026 IDP for most teams: strong software catalog, scorecards, ownership, self-service actions, workflow automation, integrations, and fast portal customization without running Backstage yourself

    To stay #1 Add deeper first-class runtime/platform orchestration so it can own more of the deployment path, not just trigger and visualize it

  2. 2
    Humanitec112 pts
    GPT #2Claude #4Gemini #3Grok #3

    Strongest true platform-engineering core: workload abstraction, golden paths, dynamic configuration, Kubernetes delivery, Score support, and clean separation between developers and infrastructure complexity

    To rank higher Build a richer out-of-the-box developer portal experience so teams do not need to pair it with another front end

  3. 3
    Backstageincumbent112 pts
    GPT #3Claude #2Gemini Grok #1

    Largest open-source ecosystem (200+ plugins), CNCF project with proven enterprise scale at Spotify and beyond; delivers software catalog as single source of truth, TechDocs, and Scaffolder templates for golden paths plus unmatched customization via React/TypeScript.

    To rank higher Dramatically cut the dedicated platform team burden and time-to-value (currently 2-4 engineers and 2-3 months) with stronger defaults and a more capable managed hosting tier.

  4. 4
    Cortex9 pts
    GPT #4Claude #3Gemini #4Grok #4

    Best-in-class scorecards and engineering-excellence workflows — service maturity, production-readiness gating, and initiative tracking that drive real behavior change, with strong eng-intelligence reporting leadership actually uses

    To rank higher Broaden from its scorecard/catalog center of gravity into stronger developer self-service and infrastructure provisioning to compete head-on as a full platform

  5. 5
    GPT Claude Gemini #2Grok

    Deep open-source ecosystem, extensive community-built plugins, and a highly customizable framework that serves as a single portal for large enterprise developer environments.

    To rank higher Reduce the massive operational complexity, high maintenance tax, and dependency on writing custom React/TypeScript code to get started.

  6. 6
    GPT Claude #5Gemini Grok

    Effortless adoption for the huge Jira/Bitbucket installed base — native Atlassian integration, clean catalog and scorecards, low price, and near-zero setup make it the pragmatic on-ramp to IDP for thousands of teams

    To rank higher Close the depth gap — richer self-service actions, more third-party integrations, and better support for non-Atlassian toolchains so it's credible outside Atlassian-centric shops

  7. 7
    Kratix21 pts
    GPT Claude Gemini Grok #5

    Leading open-source Kubernetes-native platform orchestrator using composable Promises to expose capabilities as self-service APIs; multi-cluster by design, GitOps-native, and cleanly integrates with Crossplane/Terraform/Helm for control-plane style extensibility without lock-in.

    To rank higher Ship or deeply integrate a first-class modern developer portal and catalog UI layer so teams get a complete IDP experience without mandatory pairing with external tools.

  8. 8
    OpsLevel21 pts
    GPT #5Claude Gemini Grok

    Mature service ownership, lifecycle tracking, scorecards, incident-readiness signals, integrations, and operational maturity programs that work well in established engineering orgs

    To rank higher Move further from service catalog and standards management into full developer self-service platform workflows

  9. 9
    Roadienew1 pts
    GPT Claude Gemini #5Grok

    Delivers the power and plugin ecosystem of Spotify Backstage in a fully managed SaaS package, eliminating the steep self-hosting maintenance overhead.

    To rank higher Allow deeper custom plugin execution and lower-level code access to match the flexibility of a self-hosted Backstage instance.

Rank history

123456706-2906-3007-0807-09PortHumanitecBackstageCortexSpotify BackstageAtlassian CompassKratixOpsLevel
Port#1Humanitec#2Backstage#3Cortex#4Spotify Backstage#5Atlassian Compass#6Kratix#5OpsLevel#7

By model

ChatGPT

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

Claude

  1. 1.Port
  2. 2.Backstage
  3. 3.Cortex
  4. 4.Humanitec
  5. 5.Atlassian Compass

Gemini

  1. 1.Port
  2. 2.Spotify Backstage
  3. 3.Humanitec
  4. 4.Cortex
  5. 5.Roadie

Grok

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

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