Feature management and experimentation platforms: AI search visibility ranking (2026)
How AI search engines rank feature management and experimentation platforms by visibility and citations. 20 brands measured monthly 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 →
Download this ranking as a PDF
We'll email it to you. One-off send — no list, no follow-up, no surprise marketing.
When buyers inquire about Feature management and experimentation platforms, AI engines consistently highlight GrowthBook as the leader. With a visibility percentage of 37.5 among all brands, it stands out prominently. Statsig and LaunchDarkly also frequently appear in conversations as other top brands, making them noteworthy contenders.
The rankings are shaped by the sources AI engines draw from. Statsig.com and growthbook.io often provide influential insights, along with aggregator sites like gartner.com. This reliance on expert and user-generated content indicates that platforms offering comprehensive data and real-world testimonials hold significant influence in these rankings.
For buyers, this underscores the importance of considering brands that AI engines value for recent reviews and third-party validation. Focusing on platforms with strong topical authority and endorsements in the subcategory, such as those listed, ensures a well-rounded evaluation and informed decision-making based on reliable insights.
At a glance
What we observed in this category
GrowthBook leads the category with a composite score of 45.0, jumping from rank 7 to rank 1 with a visibility delta of 25.0 percentage points. LaunchDarkly sits at rank 3 with a matching visibility score of 37.5 percent but a composite score 7.5 points lower than GrowthBook, indicating GrowthBook's citation advantage is doing real work. The category average visibility is only 7.5 percent, meaning the top two brands are operating at three to five times the average exposure, a gap that compounds over repeated AI queries.
Statsig and Harness Feature Flags reveal a sharp divergence between being named and being trusted as a source. Statsig holds an 87.5 percent citation rate against only 25.0 percent visibility, while Harness Feature Flags achieves 87.5 percent citation with zero visibility. Optimizely sits in the opposite position, appearing in 25.0 percent of responses but receiving zero citations. This pattern shows that AI Mode can surface a brand in an answer without treating that brand's own content as a reference, or cite a domain heavily without foregrounding the brand name.
Every brand in the top 10 lists Google AI Mode as its top engine, with no Perplexity, ChatGPT, or Bing divergence recorded. The top cited sources list includes statsig.com, growthbook.io, harness.io, and kameleoon.com as brand-owned domains, alongside gartner.com as the sole third-party authority appearing in the set. This indicates Google AI Mode is anchoring heavily on vendor documentation and product pages for this category, with Gartner providing the only visible analyst-layer signal in the cited source pool.
Movers & shakers since last refresh
Biggest visibility risers
-
GrowthBook 12% → 38% · rank #7 → #1+25pp
-
PostHog 0% → 25% · rank #20 → #4+25pp
-
LaunchDarkly 25% → 38% · rank #2 → #3+12pp
Biggest visibility fallers
-
Statsig 38% → 25% · rank #1 → #2-12pp
-
Split 12% → 0% · rank #6 → #12-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
growthbook.io
|
38% | 62% | Google AI Mode |
GrowthBook leads with a 45.0 composite score and 62.5 percent citation rate, both well above the category averages of 7.5 percent visibility and 25.6 percent citation. |
||||
| 2 |
statsig.com
|
25% | 88% | Google AI Mode |
Statsig's citation rate of 87.5 percent is the joint highest in the category, yet its 25.0 percent visibility score keeps its composite score 1.2 points behind GrowthBook. |
||||
| 3 |
launchdarkly.com
|
38% | 38% | Google AI Mode |
LaunchDarkly matches GrowthBook's 37.5 percent visibility but its citation rate of 37.5 percent trails GrowthBook by 25 points, producing a composite score 7.5 points lower. |
||||
| 4 |
posthog.com
|
25% | 50% | Google AI Mode |
PostHog rose from rank 20 to rank 4 with a 25.0 point visibility delta, reaching 25.0 percent visibility and a 50.0 percent citation rate from a previous baseline of zero. |
||||
| 5 |
harness.io
|
0% | 88% | Google AI Mode |
Harness Feature Flags records zero visibility yet an 87.5 percent citation rate, the starkest named-versus-trusted split in the dataset, producing a composite score of 26.2. |
||||
| 6 |
kameleoon.com
|
0% | 75% | Google AI Mode |
| 7 |
optimizely.com
|
25% | 0% | Google AI Mode |
| 8 |
amplitude.com
|
0% | 38% | Google AI Mode |
| 9 |
vwo.com
|
0% | 38% | Google AI Mode |
| 10 |
configcat.com
|
0% | 25% | Google AI Mode |
| 11 |
getunleash.io
|
0% | 12% | Google AI Mode |
| 12 |
split.io
|
0% | 0% | Google AI Mode |
| 13 |
abtasty.com
|
0% | 0% | Google AI Mode |
| 14 |
eppo.io
|
0% | 0% | Google AI Mode |
| 15 |
devcycle.com
|
0% | 0% | Google AI Mode |
| 16 |
apptimize.com
|
0% | 0% | Google AI Mode |
| 17 |
adobe.com
|
0% | 0% | Google AI Mode |
| 18 |
firebase.google.com
|
0% | 0% | Google AI Mode |
| 19 |
flagsmith.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 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 →
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. How AI search ranking works →
Get your own feature management and experimentation platforms 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 management and experimentation platforms AI visibility
Who leads AI visibility in feature management and experimentation platforms?
GrowthBook leads with a composite score of 45.0 and visibility of 37.5 percent, after rising six rank positions with a 25.0 point visibility delta. Statsig sits second at 43.8 composite despite a visibility drop of 12.5 points.
Which brands are cited most by AI Mode in this category even without high visibility?
Statsig and Harness Feature Flags both hold 87.5 percent citation rates, with Harness achieving this at zero visibility, showing AI Mode references their domains as sources without prominently naming them in answers.
What sources does AI cite most for feature management and experimentation research?
The top cited sources are statsig.com, growthbook.io, harness.io, and kameleoon.com as vendor-owned domains, with gartner.com as the only third-party analyst source appearing in the cited set.
Which brands show the biggest divergence between visibility and citation in this category?
Optimizely has 25.0 percent visibility but zero citations, while Harness Feature Flags has zero visibility but 87.5 percent citations, representing opposite ends of the named-versus-trusted split.
Which engine dominates AI visibility for this category?
Google AI Mode is listed as the top engine for every brand in the top 10, with no other engine appearing in the dataset as a leading source of visibility or citation.
How does the top brand's visibility compare to the category average?
GrowthBook's visibility of 37.5 percent is five times the category average of 7.5 percent, and its citation rate of 62.5 percent is more than double the average citation rate of 25.6 percent.