Top 20 feature flag software by AI search visibility (2026)
Platforms used to control feature releases, run progressive rollouts, target audiences, and decouple deployment from user-facing launch decisions. Ranked by a composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 06, 2026At a glance
What we observed in this categoryauto-generated
ConfigCat and Flagsmith share the top rank with identical scores — 75% visibility, 25% citation, and a composite of 60.0 — creating a clear two-brand lead over the rest of the field. The next tier (LaunchDarkly, Unleash, GrowthBook) clusters between 43.8 and 47.5 composite, meaning the gap between rank 2 and rank 3 is roughly 12.5 composite points. With the category average visibility at just 22.5%, the top two brands are appearing more than three times as often as the typical brand in AI Overviews, making the leadership position materially significant.
PostHog presents the most notable divergence between visibility and citation: at rank 3 it holds a 50/50 split, making it the only brand where citation rate matches visibility rate exactly, and it is the top-cited source in the category overall. Kameleoon is the sharpest anomaly in the opposite direction — 0% visibility but 37.5% citation, the second-highest citation rate in the dataset — meaning Google AI Overviews references Kameleoon's content as a source without naming it as a brand recommendation. GrowthBook shows the reverse: 62.5% visibility with 0% citation, appearing frequently in responses but never cited as a source.
Google AI Overviews is the top engine for every single brand in this dataset, indicating the category's AI visibility landscape is currently a single-engine story with no meaningful differentiation by platform. The top cited sources list includes posthog.com, kameleoon.com, flagsmith.com, and configcat.com — all product-owned domains — alongside third-party sources reddit.com, cpoclub.com, amplitude.com, and octopus.com, suggesting the AI is anchoring on a blend of vendor documentation and community or editorial content rather than analyst or review platforms.
Movers & shakers since last refresh
Biggest visibility risers
-
ConfigCat 0% → 75% · rank #0 → #1+75pp
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Flagsmith 0% → 75% · rank #0 → #2+75pp
-
LaunchDarkly 0% → 62% · rank #0 → #4+62pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
configcat.com
|
75% | 25% | Google AI Overviews |
ConfigCat ties for first with 75% visibility — more than 3× the 22.5% category average — but its 25% citation rate reveals it is named more than it is sourced. |
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| 2 |
flagsmith.com
|
75% | 25% | Google AI Overviews |
Flagsmith matches ConfigCat exactly across all metrics (75% visibility, 25% citation, 60.0 composite) and appears among the top cited domains, suggesting comparable AI treatment. |
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| 3 |
posthog.com
|
50% | 50% | Google AI Overviews |
PostHog is the only top-5 brand where citation rate equals visibility rate (both 50%), and it ranks as the single most-cited domain across the entire category. |
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| 4 |
launchdarkly.com
|
62% | 12% | Google AI Overviews |
LaunchDarkly achieves 62.5% visibility — nearly 3× the category average — but converts just 12.5% citation, the lowest citation-to-visibility ratio among the top five. |
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| 5 |
getunleash.io
|
62% | 12% | Google AI Overviews |
Unleash mirrors LaunchDarkly with identical visibility (62.5%) and citation (12.5%) scores, sharing rank 4 composite of 47.5 and showing no differentiation between the two in AI treatment. |
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| 6 |
growthbook.io
|
62% | 0% | Google AI Overviews |
| 7 |
statsig.com
|
38% | 0% | Google AI Overviews |
| 8 |
harness.io
|
12% | 12% | Google AI Overviews |
| 9 |
kameleoon.com
|
0% | 38% | Google AI Overviews |
| 10 |
devcycle.com
|
12% | 0% | Google AI Overviews |
| 11 |
optimizely.com
|
0% | 0% | Google AI Overviews |
| 12 |
split.io
|
0% | 0% | Google AI Overviews |
| 13 |
vwo.com
|
0% | 0% | Google AI Overviews |
| 14 |
abtasty.com
|
0% | 0% | Google AI Overviews |
| 15 |
firebase.google.com
|
0% | 0% | Google AI Overviews |
| 16 |
cloudbees.com
|
0% | 0% | Google AI Overviews |
| 17 |
featbit.co
|
0% | 0% | Google AI Overviews |
| 18 |
taplytics.com
|
0% | 0% | Google AI Overviews |
| 19 |
eppo.com
|
0% | 0% | Google AI Overviews |
| 20 |
flagship.io
|
0% | 0% | Google AI Overviews |
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 Overviews 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 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.
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.
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.
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 30 days and refresh this page automatically.
Get your own feature flag software brand audited
The brands above were curated from public market-leader lists. Want the same 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 feature flag software AI visibility
Who leads AI visibility in feature flag software?
ConfigCat and Flagsmith share the top position with identical 75% visibility and 25% citation rates, both scoring a composite of 60.0 — well above the next cluster.
What is the average AI visibility for feature flag software brands?
The category average visibility is 22.5% and average citation is 8.8%, meaning most of the 20 tracked brands appear infrequently in AI Overviews responses.
Which brand has the highest citation rate without being the most visible?
Kameleoon has a 37.5% citation rate — second highest in the dataset — despite 0% visibility, meaning it is used as a source by AI but not named as a recommended brand.
What sources does AI cite most for feature flag software research?
The top cited sources include posthog.com, kameleoon.com, flagsmith.com, and configcat.com alongside third-party sources reddit.com, cpoclub.com, amplitude.com, and octopus.com.
Which engine dominates AI visibility for feature flag software?
Google AI Overviews is the top-performing engine for every brand in the dataset, with no other engine differentiated across the top 10 brands.
Are there brands with high visibility but zero citation in this category?
Yes — GrowthBook appears in 62.5% of AI responses but holds a 0% citation rate, indicating it is mentioned in overviews without its domain being sourced.