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Data as of Oct 18, 2026Based on 77 AI responses
Reviewed by Dimitry Apollonsky
Rank and Mentioned in · since Jul 7
| # | Brand | Recommended for | Mentioned in |
|---|---|---|---|
| 1 | automated service cataloging, dependency mapping, and engineering maturity scorecards | automated service cataloging, dependency mapping, and engineering maturity scorecards | 92% |
| 2 | flexible, no-code data modeling for quick service catalog deployments | flexible, no-code data modeling for quick service catalog deployments | 84% |
| 3 | engineering org visibility, dependency tracking, and compliance-driven service scorecards | engineering org visibility, dependency tracking, and compliance-driven service scorecards | 74% |
| 4 | highly customizable open-source catalog framework for large-scale engineering platforms | highly customizable open-source catalog framework for large-scale engineering platforms | 66% |
| 5 | component catalogs and health scorecards for existing Jira ecosystems | component catalogs and health scorecards for existing Jira ecosystems | 38% |
| 6 | managed SaaS Backstage platform without operational maintenance overhead | managed SaaS Backstage platform without operational maintenance overhead | 32% |
| 7 | highly customizable open-source catalog framework for large-scale engineering platforms | highly customizable open-source catalog framework for large-scale engineering platforms | 19% |
| 8 | native developer tooling ecosystems managing component tracking via Jira | native developer tooling ecosystems managing component tracking via Jira | 19% |
| 9 | integrated software delivery workflows and source code management platforms | integrated software delivery workflows and source code management platforms | 14% |
| 10 | 4% | ||
| 11 | 4% | ||
| 12 | 4% | ||
| 13 | 4% | ||
| 14 | developer workflow automation connected directly to source code repositories | developer workflow automation connected directly to source code repositories | 4% |
| 15 | 4% |
Weeks of Aug 10 – Oct 5, 2026 · Since Jul 5
Rankings by topic:
Widest split: Atlassian Compass, 10% on ChatGPT Search and 66% on Google AI Mode.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| OpsLevel | 90% | 95% | |
| Port | 77% | 92% | |
| Cortex | 67% | 82% | |
| Backstage | 74% | 58% | |
| Atlassian Compass | 10% | 66% | |
| Roadie | Outside ChatGPT Search's top 25 | 66% | |
| Backstage | 10% | 29% | |
| Atlassian | 5% | 34% | |
| Gitlab | 10% | 18% | |
| Google Cloud Apigee | 5% | 3% |
64% of citations point at the ranked brands’ own sites. wetheflywheel.com, encore.dev, guideflow.com are the most-cited sites outside the ranked brands’ own domains.
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?
Best platform-engineering toolkit for a quick service catalog?
What's the best way to manage a centralized catalog of internal software and APIs?
