Internal Developer Platforms AI Search Visibility Rankings

AI search visibility rankings for top brands in this category.

11 brands rankedUpdated Jul 19, 2026

Live category snapshot

30-day State of AI Search for Internal Developer Platforms

A tactical view of the current category: which surfaces were cited in the last 30 days, which brands lead the current public benchmark, and where content teams should strengthen proof before the broader market narrative gets set elsewhere.

Updated Jul 19, 2026 · last 30 days

Read the full benchmark

Citation records

4,940

706 cited domains

Top-3 citation share

30.9%

Share of citations in the first three source positions

Leading surface

Blog post

Most-cited content type in this category

Leading source class

Company and commercial sources

Where answer engines are finding evidence

Current benchmark leaders

#1Port16.0%
#2OpsLevel9.3%
#3Cortex8.7%
#4Backstage7.3%
#5Roadie6.0%

Content surfaces cited

Blog post45.9%
Documentation12.8%
Comparison page11.4%
Best-tools list9.2%
Article6.7%

Platform citation activity

Perplexity
100 executions
9.65
citations/test
Bing Copilot
100 executions
7.50
citations/test
ChatGPT Search
100 executions
5.82
citations/test
Gemini Search
100 executions
4.68
citations/test
Google AI Mode
100 executions
2.84
citations/test

Source classes

Company and commercial sources76.0%
Community sources8.9%
Editorial sources8.3%
Reference and documentation sources3.5%
Video sources0.9%
Other0.6%

Top cited domains

northflank.com234
reddit.com186
port.io177
opslevel.com166
cortex.io150
cycloid.io132
humanitec.com114
backstage.io109

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