AEO for feature management and experimentation platforms: AI search visibility ranking
How AI search engines rank feature management and experimentation platforms 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 manage feature flags, progressive rollouts, holdouts, and product experiments across web and app environments. 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 management and experimentation platforms, GrowthBook consistently emerges as the leader. With a visibility percentage of 87.5%, it outshines others like Statsig and LaunchDarkly. GrowthBook's dominant presence in search results indicates a strong position in the industry.
The rankings are influenced by the top cited sources AI engines pull from, such as growthbook.io, statsig.com, and amplitude.com. Many of these are primary sources, along with some aggregator and review sites, showing direct endorsements from the platforms themselves which solidifies their authority and reliability.
For buyers, these rankings suggest paying attention to platforms with strong third-party validation and topical authority. Recent reviews and endorsements on aggregators contribute to a brand's prominence. Consider how well each platform is represented across multiple trustworthy reviews to make an informed decision.
At a glance
What we observed in this category
GrowthBook leads the category with a composite score of 91.2, driven by a perfect 100% citation rate alongside 87.5% visibility. Statsig matches GrowthBook on visibility at 87.5% but trails on citations at 87.5%, producing a composite of 87.5. LaunchDarkly sits at the same visibility level yet drops to 62.5% citation, scoring 80.0. The gap between GrowthBook and fourth-ranked Optimizely (56.2) is substantial, and the drop to fifth-placed Flagsmith at 32.5 is steeper still, making the top three a clearly separated cluster.
Optimizely presents the starkest visibility-to-citation divergence in the dataset. It achieves 75% visibility but only 12.5% citation, meaning AI responses name it frequently but rarely link to its domain as a source. The inverse pattern appears at rank 6 and 7: Kameleoon has 0% visibility yet 100% citation, and Harness Feature Flags has 0% visibility yet 87.5% citation. These brands are trusted reference sources for AI answers but are not being surfaced in direct brand mentions, a meaningful distinction for how each brand actually influences buyer decisions.
Google AI Mode is the top engine for every brand in the top 10, confirming that this category's AI visibility landscape is almost entirely shaped by a single engine. The top cited sources list includes growthbook.io, statsig.com, amplitude.com, kameleoon.com, and harness.io as primary domains, alongside gartner.com and cpoclub.com as third-party editorial sources. The presence of gartner.com and cpoclub.com signals that AI is anchoring some answers on analyst and practitioner content rather than solely on vendor-owned pages.
Movers & shakers since last refresh
Biggest visibility risers
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Statsig 25% → 88% · rank #2 → #2+62pp
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GrowthBook 38% → 88% · rank #1 → #1+50pp
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LaunchDarkly 38% → 88% · rank #3 → #3+50pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
growthbook.io
|
88% | 100% | Google AI Mode |
GrowthBook is the only brand combining 87.5% visibility with 100% citation, producing a composite score of 91.2, roughly 70 points above the 21.2% category visibility average. |
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| 2 |
statsig.com
|
88% | 88% | Google AI Mode |
Statsig matches GrowthBook on visibility at 87.5% but its 87.5% citation rate trails by 12.5 points, resulting in a composite of 87.5 versus GrowthBook's 91.2. |
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| 3 |
launchdarkly.com
|
88% | 62% | Google AI Mode |
LaunchDarkly holds 87.5% visibility but its citation rate of 62.5% is 25 points below Statsig, placing it third at 80.0 composite despite identical raw visibility to the top two. |
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| 4 |
optimizely.com
|
75% | 12% | Google AI Mode |
Optimizely's 75% visibility is well above the 21.2% average, but a 12.5% citation rate is the lowest among the top four, compressing its composite to 56.2. |
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| 5 |
flagsmith.com
|
25% | 50% | Google AI Mode |
Flagsmith sits at 25% visibility and 50% citation for a composite of 32.5, placing it 23 points below Optimizely and well below the three dominant leaders in the category. |
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| 6 |
kameleoon.com
|
0% | 100% | Google AI Mode |
| 7 |
harness.io
|
0% | 88% | Google AI Mode |
| 8 |
amplitude.com
|
0% | 88% | Google AI Mode |
| 9 |
posthog.com
|
25% | 12% | Google AI Mode |
| 10 |
configcat.com
|
12% | 38% | Google AI Mode |
| 11 |
split.io
|
25% | 0% | Google AI Mode |
| 12 |
getunleash.io
|
0% | 38% | Google AI Mode |
| 13 |
vwo.com
|
0% | 25% | Google AI Mode |
| 14 |
abtasty.com
|
0% | 25% | Google AI Mode |
| 15 |
eppo.io
|
0% | 0% | Google AI Mode |
| 16 |
devcycle.com
|
0% | 0% | Google AI Mode |
| 17 |
apptimize.com
|
0% | 0% | Google AI Mode |
| 18 |
adobe.com
|
0% | 0% | Google AI Mode |
| 19 |
firebase.google.com
|
0% | 0% | Google AI Mode |
| 20 |
featbit.co
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on feature management and experimentation platforms, 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 management and experimentation platforms 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 management and experimentation platforms
Who leads AI visibility in the feature management and experimentation platforms category?
GrowthBook leads with a composite score of 91.2, built on 87.5% visibility and a perfect 100% citation rate. Statsig and LaunchDarkly share the same 87.5% visibility but score lower due to citation rates of 87.5% and 62.5% respectively.
What is the average AI visibility score for brands in this category?
The category average visibility is 21.2% and the average citation rate is 36.2%, meaning the top three brands at 87.5% visibility are performing more than four times above the category norm.
Which brands are cited by AI but not prominently named in responses?
Kameleoon (0% visibility, 100% citation) and Harness Feature Flags (0% visibility, 87.5% citation) are the clearest examples, appearing as reference sources without being surfaced as named brands in AI answers.
What sources does AI cite most when answering questions about feature management and experimentation platforms?
The top cited domains are growthbook.io, statsig.com, amplitude.com, kameleoon.com, and harness.io, with gartner.com and cpoclub.com also listed as third-party editorial sources the AI draws on.
Which engine dominates AI visibility for this category?
Google AI Mode is the top-performing engine for all ten ranked brands in the dataset, indicating that visibility in this category is almost entirely determined by how Google AI Mode constructs its answers.
Which brands have shown the largest visibility increases recently?
Statsig grew visibility by 62.5 percentage points (from 25% to 87.5%), while GrowthBook and LaunchDarkly each grew by 50 points (from 37.5% to 87.5%), making these three the biggest risers in the category.