Feature Flags & Experimentation AI Search Visibility Rankings

AI search visibility rankings for top brands in this category.

12 brands rankedUpdated Jul 14, 2026

Live category snapshot

30-day State of AI Search for Feature Flags & Experimentation

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 16, 2026 · last 30 days

Read the full benchmark

Citation records

3,718

443 cited domains

Top-3 citation share

29.3%

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

#1LaunchDarkly56.0%
#2Statsig46.0%
#3GrowthBook45.3%
#4Harness40.7%
#5Flagsmith36.7%

Content surfaces cited

Blog post33.7%
Comparison page22.4%
Documentation14.3%
Product page11.1%
Best-tools list8.5%

Platform citation activity

Perplexity
75 executions
9.96
citations/test
Gemini Search
100 executions
5.63
citations/test
Bing Copilot
75 executions
7.44
citations/test
ChatGPT Search
75 executions
5.49
citations/test
Google AI Mode
75 executions
2.80
citations/test

Source classes

Company and commercial sources82.4%
Reference and documentation sources4.5%
Editorial sources4.1%
Community sources3.9%
Other2.4%
Video sources1.1%

Top cited domains

launchdarkly.com324
statsig.com318
growthbook.io252
harness.io131
amplitude.com130
configcat.com129
flagsmith.com119
posthog.com111

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