Internal Developer Portal Platforms in AI answers

Data as of Oct 22, 2026Based on 87 AI responsesReviewed by

How we measure

AI summary

has a clear lead for tracking service ownership and dependencies across sprawling microservices. is often recommended first by answers seeking a customizable developer portal.

What’s changing · since July

Since July, rising has become a more regular answer for sprawling microservices. falling is named only occasionally now.

Most-mentioned brands

Rank and Mentioned in · since Jul 7

#Brand
1Automated service catalogs for ownership, dependencies, and service maturity scorecards
2
Port83%
Flexible, no-code catalogs for modeling services and automating workflows
2Service catalogs, scorecards, and maps of service ownership and dependencies
4Customizable open-source catalogs and developer portals
5Managed Backstage portals for teams avoiding platform maintenance
5Component catalogs and health scorecards for Atlassian ecosystem users
7Customizable open-source catalogs and developer portals
7Internal developer platform and service catalog needs
9Internal developer platform and service catalog needs
10
10
10
10Internal developer platform and service catalog needs
10
10

Who leads each AI engine

ChatGPT SearchChatGPT Search
OpsLevel
Google AI ModeGoogle AI Mode
=1OpsLevelPort
Mentioned in on each engineChatGPT SearchChatGPT SearchGoogle AI ModeGoogle AI Mode

Widest split: Atlassian Compass, 9% on ChatGPT Search and 58% on Google AI Mode.

Mentioned in on each AI engine, by brand
BrandChatGPT SearchGoogle AI Mode
OpsLevel89%93%
Port75%91%
Cortex68%81%
Backstage75%51%
RoadieOutside ChatGPT Search's top 2567%
Atlassian Compass9%58%
Backstage9%37%
Atlassian5%30%
Gitlab11%16%
Amazon API Gateway7%2%

Latest insights

Weeks of Aug 10 – Oct 5, 2026 · Since Jul 5

  • Port Gaining: Port ranked #4 in Internal Developer Portal Platforms last week and #2 this week
  • Port Gaining: Port moved ahead of Cortex in Internal Developer Portal Platforms
  • Cortex Slipping: CortexPort moved ahead of Cortex in Internal Developer Portal Platforms
  • Port Slipping: Port's mention rate decreased to 50% in Internal Developer Portal Platforms, from 56.5% the week before
  • Cortex Gaining: Cortex moved up 1 place to rank #2 of 77 in Internal Developer Portal Platforms
and 4 more insightssee the ranking

Questions by topic1

    • We have "sprawl" in our microservices architecture. What is the best service catalog tool for tracking ownership and dependencies of hundreds of services?
    • I need a way to get visibility into our hundreds of microservices. Which service catalog software is best for mapping out ownership and service dependencies?

    • We are struggling with microservice sprawl and need a way to manage ownership and dependencies across hundreds of services. What service catalog tools do you suggest?

Sources AI cites98

66% of citations point at the ranked brands’ own sites. wetheflywheel.com, reddit.com, gartner.com are the most-cited sites outside the ranked brands’ own domains.