AEO for feature flag software: AI search visibility ranking
How AI search engines rank feature flag software by visibility and citations. 20 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Platforms used to control feature releases, run progressive rollouts, target audiences, and decouple deployment from user-facing launch decisions. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers ask AI engines about Feature flag software, LaunchDarkly emerges as the clear leader, mentioned in 62.5% of responses. Other top brands that frequently come up are Unleash and Flagsmith. LaunchDarkly's strong presence indicates its broad recognition and dominance in the market.
The rankings are influenced by the top cited sources, primarily growthbook.io and launchdarkly.com, which are significant domains in this space. These sources, along with platforms like reddit.com, often provide expert reviews and discussions, explaining why certain brands have higher visibility in AI-driven evaluations.
For buyers, this means considering how recent reviews and third-party validations from trusted sources are perceived by AI engines. When choosing a feature flag software, ensure the brand has a strong topical authority and substantial, positive feedback from credible platforms, as these factors are valued highly in AI assessments.
At a glance
What we observed in this category
LaunchDarkly leads the feature flag software category with a composite score of 70.0, well ahead of second-placed Unleash and Flagsmith who both sit at 53.8. That 16-point gap matters because it reflects a simultaneous advantage on both dimensions: LaunchDarkly has the highest visibility at 62.5% and a citation rate of 87.5%, meaning Google AI Mode both mentions and trusts it more than any rival. The category average visibility is only 13.8%, so even the second tier brands are operating far above the norm.
GrowthBook exposes the sharpest divergence between being named and being trusted in this category. Its visibility is just 25.0%, below the top three, yet its citation rate matches LaunchDarkly at 87.5%. Kameleoon shows an even more extreme version of this pattern: zero visibility but an 87.5% citation rate, placing it sixth overall. This means AI Mode references those brands as credible sources without consistently surfacing them in direct answers, a meaningful distinction for any buyer interpreting AI output.
Google AI Mode is the dominant engine across all 20 brands in this audit, with every top-10 brand recording it as their top engine. The top cited sources list confirms that brand-owned domains anchor AI responses heavily, with growthbook.io and launchdarkly.com appearing first and second. Reddit also appears in the cited sources, suggesting AI Mode incorporates community discussion alongside vendor content. Statsig fell from rank 1 to rank 8 with visibility dropping to zero, while its domain still appears in the top cited sources list.
Movers & shakers since last refresh
Biggest visibility risers
-
Flagsmith 12% → 50% · rank #5 → #3+38pp
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ConfigCat 0% → 38% · rank #6 → #5+38pp
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LaunchDarkly 38% → 62% · rank #3 → #1+25pp
Biggest visibility fallers
-
Statsig 25% → 0% · rank #1 → #8-25pp
-
Split 25% → 0% · rank #7 → #18-25pp
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Optimizely 12% → 0% · rank #10 → #19-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
launchdarkly.com
|
62% | 88% | Google AI Mode |
LaunchDarkly leads with a composite score of 70.0, a visibility of 62.5% (more than 4x the 13.8% category average), and the joint-highest citation rate of 87.5%. |
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| 2 |
getunleash.io
|
50% | 62% | Google AI Mode |
Unleash ties Flagsmith on composite score (53.8) and citation rate (62.5%), sitting 16 points behind LaunchDarkly with visibility at 50.0%, well above category average. |
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| 3 |
flagsmith.com
|
50% | 62% | Google AI Mode |
Flagsmith rose from rank 5 with a visibility delta of plus 37.5 percentage points, matching Unleash at 50.0% visibility while its citation rate held flat at 62.5%. |
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| 4 |
growthbook.io
|
25% | 88% | Google AI Mode |
GrowthBook has the most pronounced citation-to-visibility gap in the top 5, with 87.5% citation rate but only 25.0% visibility, ranking its domain first among all cited sources. |
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| 5 |
configcat.com
|
38% | 50% | Google AI Mode |
ConfigCat rose from zero visibility to 37.5% this period, though its citation rate fell 12.5 points to 50.0%, leaving its composite score at 41.2 versus the 43.8 of ranks 2 and 3. |
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| 6 |
kameleoon.com
|
0% | 88% | Google AI Mode |
| 7 |
harness.io
|
0% | 75% | Google AI Mode |
| 8 |
statsig.com
|
0% | 62% | Google AI Mode |
| 9 |
posthog.com
|
25% | 0% | Google AI Mode |
| 10 |
devcycle.com
|
25% | 0% | Google AI Mode |
| 11 |
featbit.co
|
0% | 0% | Google AI Mode |
| 12 |
firebase.google.com
|
0% | 0% | Google AI Mode |
| 13 |
abtasty.com
|
0% | 0% | Google AI Mode |
| 14 |
vwo.com
|
0% | 0% | Google AI Mode |
| 15 |
taplytics.com
|
0% | 0% | Google AI Mode |
| 16 |
eppo.com
|
0% | 0% | Google AI Mode |
| 17 |
flagship.io
|
0% | 0% | Google AI Mode |
| 18 |
split.io
|
0% | 0% | Google AI Mode |
| 19 |
optimizely.com
|
0% | 0% | Google AI Mode |
| 20 |
cloudbees.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on feature flag software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this AEO ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
AEO rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own feature flag software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about AEO for feature flag software
Who leads AI visibility in feature flag software?
LaunchDarkly leads with a composite score of 70.0, a visibility of 62.5%, and a citation rate of 87.5%, all of which are the highest in the category.
What is the average AI visibility for feature flag software brands?
The category average visibility is 13.8% and the average citation rate is 28.8%, meaning most of the 20 brands audited have very limited presence in AI-generated answers.
Which brands are cited most by AI without appearing in direct answers?
Kameleoon has a citation rate of 87.5% but zero visibility, and GrowthBook has an 87.5% citation rate with only 25.0% visibility, both showing strong source trust without consistent answer inclusion.
What sources does AI cite most for feature flag software research?
The top cited sources are growthbook.io and launchdarkly.com, followed by reddit.com, statsig.com, and kameleoon.com, indicating AI Mode draws on both vendor domains and community discussion.
Which brands have seen the biggest AI visibility changes recently?
Flagsmith and ConfigCat both gained 37.5 percentage points in visibility, while Statsig dropped 25 points to zero visibility after previously holding the top rank.
Which AI engine dominates citations in the feature flag software category?
Google AI Mode is the top engine for every single brand in the top 10, making it the sole engine shaping AI visibility outcomes across this category in the current audit.