GEO AUDIT  ·  BRAND-ONLY

Flagsmith.

A look at how Flagsmith is described, positioned, and quoted inside Google's AI Overviews, the AI answer box at the top of search results, and where the brand shows up versus goes missing.

Siteflagsmith.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedAugust 10, 2026  ·  by AUQ
AI Visibility Score
57
out of 100. Competitive band. Flagsmith is cited in 19 of 39 AI answers. It shows up on Feature Flag, A/B Testing Infrastructure, Flagsmith. It is absent on Remote Configuration, Progressive Delivery, Release Management.
Verified AI Overview citations
19
Flagsmith's brand is cited in 19 of the 39 AI-answer queries we tested.
AI answer trigger rate
100%
Google's AI answer box fires on 39 of 39 tracked queries.
Citation rate when AI answers
49%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Flagsmith scores 57 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Flagsmith is cited in 19 of 39 AI answers. It shows up on Feature Flag, A/B Testing Infrastructure, Flagsmith. It is absent on Remote Configuration, Progressive Delivery, Release Management.

AI answers fire on 100% of tracked queries, yet Flagsmith is quoted in only 49% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
57
Competitive band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear100 / 100
  • Inclusion in category answers51 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand83 / 100
  • Topic coverage breadth50 / 100
  • Your pages being quoted49 / 100
IDENTITY IN AI OVERVIEWS

How the brand describes itself, and how Google's AI describes it.

What the brand says about itself

Feature Flag

Flagsmith - Open Source Feature Flag Service Product Features Feature Flags & Remote Config Segmentation A/B & Multivariate Testing Role-Based Access, Change Control & Security Advanced Governance Risk Reduction Flagsmith for AIflagsmith.com, 2026

Differentiators it leads with: Feature Flag, Remote Configuration, Progressive Delivery, A/B Testing Infrastructure.

What Google's AI says

Recognized in AI answers for Feature Flag, A/B Testing Infrastructure, Flagsmith

Cited as a provider on Feature Flag, A/B Testing Infrastructure, Flagsmith queries.
Appears alongside youtube.com, optimizely.com, launchdarkly.com.
The core gap
Flagsmith presents as feature flag, remote configuration, progressive delivery, A/B testing infrastructure, release management. AI Overviews cite it on Feature Flag, A/B Testing Infrastructure, Flagsmith and it is absent on Remote Configuration, Progressive Delivery, Release Management.
Words AI uses for the brand
Feature FlagA/B Testing InfrastructureFlagsmith
The brand's own pillars that AI omits
Remote ConfigurationProgressive DeliveryRelease ManagementCited source on vendor and comparison queries
CONTENT AND ENTITY COVERAGE

The topics that matter to the brand, and where it shows up in AI answers today.

See the full query-by-query breakdown →

TopicPresence in AI answersBuyer intent
Feature FlagOwnedpositioning
A/B Testing InfrastructureOwnedpositioning
FlagsmithOwnedcomparison
Remote ConfigurationInvisiblepositioning
Progressive DeliveryInvisiblepositioning
Release ManagementInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Flagsmith appears on 3 of 6 themes.

Solution Aware. Owned on Feature Flag, A/B Testing Infrastructure, Flagsmith; absent on Remote Configuration, Progressive Delivery, Release Management.

Alternatives. 1 themes name the brand without citing it; 19 queries answer without it at all.

AI OVERVIEW PERFORMANCE

Where the brand shows up in Google's AI, and the high-value queries it is missing.

See all queries we tested →

Tracked keywords
39
Brand, category, and comparison queries analyzed.
AI answers fired
39
100% of tracked queries trigger an AI Overview.
Times brand cited
19
49% citation rate when AI answers.
Total brand mentions
20
Across all observed AI responses.
QUERIES WE TESTED

Every query we ran against Google's AI Overview, and what we found.

39 queries across branded, positioning, and comparison intent. "Cited" means Flagsmith's own domain is a source in the AI answer. "Named, not cited" means the brand is mentioned but is not the source. "Absent" means the AI answered without it.

QueryTypeFlagsmith in the AI answerTop sources cited
best feature flagPositioningCitedreddit.com, launchdarkly.com, kameleoon.com
feature flag vendorsPositioningCitedreddit.com, flagsmith.com, kameleoon.com
feature flag solutionsPositioningCitedreddit.com, octopus.com, amplitude.com
feature flag softwarePositioningCitedreddit.com, launchdarkly.com, getunleash.io
feature flag platformPositioningCitedlaunchdarkly.com, octopus.com, harness.io
top feature flag providersPositioningCitedreddit.com, kameleoon.com, cpoclub.com
feature flag comparisonPositioningCitedreddit.com, launchdarkly.com, octopus.com
best remote configurationPositioningAbsentforums.unrealengine.com, youtube.com, pcmag.com
remote configuration vendorsPositioningAbsentreddit.com, xage.com, beyondtrust.com
remote configuration solutionsPositioningAbsentindeed.com, optimizely.com, configcat.com
remote configuration softwarePositioningAbsentoptimizely.com, configcat.com, manageengine.com
remote configuration platformPositioningCitedfirebase.google.com, optimizely.com, configcat.com
top remote configuration providersPositioningCitedreddit.com, indeed.com, opensource.com
remote configuration comparisonPositioningAbsentoptimizely.com, youtube.com, configcat.com
best progressive deliveryPositioningAbsentoctopus.com, launchdarkly.com, optimizely.com
progressive delivery vendorsPositioningCitedlaunchdarkly.com, guideflow.com, gartner.com
progressive delivery solutionsPositioningAbsentlaunchdarkly.com, optimizely.com, configcat.com
progressive delivery softwarePositioningCitedoctopus.com, launchdarkly.com, harness.io
progressive delivery platformPositioningCitedoctopus.com, optimizely.com, launchdarkly.com
top progressive delivery providersPositioningAbsentoctopus.com, launchdarkly.com, harness.io
progressive delivery comparisonPositioningAbsentharness.io, getunleash.io, about.gitlab.com
best a/b testing infrastructurePositioningCitedmedium.com, growthbook.io, guideflow.com
a/b testing infrastructure vendorsPositioningCitedgartner.com, optimizely.com, growthbook.io
a/b testing infrastructure solutionsPositioningAbsentmicrosoft.com, medium.com, oneuptime.com
a/b testing infrastructure softwarePositioningAbsentmicrosoft.com, medium.com, statsig.com
a/b testing infrastructure platformPositioningAbsentmicrosoft.com, medium.com, optimizely.com
top a/b testing infrastructure providersPositioningCitedgartner.com, growthbook.io, reddit.com
a/b testing infrastructure comparisonPositioningNamed, not citedmicrosoft.com, statsig.com, optimizely.com
best release managementPositioningAbsentoctopus.com, youtube.com, planview.com
release management vendorsPositioningAbsentcutover.com, arcadsoftware.com, launchdarkly.com
release management solutionsPositioningAbsentoctopus.com, launchdarkly.com, planview.com
release management softwarePositioningAbsentlaunchdarkly.com, arcadsoftware.com, asana.com
release management platformPositioningAbsentoctopus.com, launchdarkly.com, cpoclub.com
top release management providersPositioningAbsentoctopus.com, abtasty.com, devopsschool.com
release management comparisonPositioningAbsentpm.stackexchange.com, vivantio.com, youtube.com
alternatives to FlagsmithComparisonCitedflagsmith.com, reddit.com, getunleash.io
Flagsmith vs LaunchDarklyComparisonCitedflagsmith.com, medium.com, configcat.com
Flagsmith vs SplitComparisonCitedflagsmith.com, statsig.com, amplitude.com
Flagsmith vs UnleashComparisonCitedflagsmith.com, dev.to, getunleash.io
THREE FINDINGS THAT MATTER
01

The brand is missing from 51% of AI-answer queries

Flagsmith is cited in 19 of the 39 AI answers we triggered.

02

AI misreads the category

Flagsmith presents as feature flag, remote configuration, progressive delivery, A/B testing infrastructure, release management. AI Overviews cite it on Feature Flag, A/B Testing Infrastructure, Flagsmith and it is absent on Remote Configuration, Progressive Delivery, Release Management.

TOP THREE MOVES
01

Win presence on Remote Configuration

Impact high · effort medium · 30 to 60 days

02

Convert named-not-cited queries into citations

Impact medium · effort low · 0 to 30 days

03

Earn placement in the third-party listicles AI cites

Impact high · effort medium · 30 to 90 days

WHERE GOOGLE'S AI GETS ITS ANSWERS

The sources Google's AI cites in this category, and what it tells you about earning citations.

Domain AI citesPagesContext
youtube.com11Cited on 11 of the queries we tested.
optimizely.com11Cited on 11 of the queries we tested.
launchdarkly.com11Cited on 11 of the queries we tested.
octopus.com10Cited on 10 of the queries we tested.
reddit.com7Cited on 7 of the queries we tested.
amplitude.com6Cited on 6 of the queries we tested.
getunleash.io6Cited on 6 of the queries we tested.
harness.io6Cited on 6 of the queries we tested.
cpoclub.com6Cited on 6 of the queries we tested.
configcat.com5Cited on 5 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Flagsmith is missing. Earning AI citation on the invisible themes means placement on those third-party pages, not only owning its own glossary.
AI-REVEALED PEERS

The competitive set drawn by Google's AI itself. Observed, not chosen.

See which queries each peer won →

Brands and domains Google's AI cites in place of Flagsmith on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 11 of the tested queries.
optimizely.comCited on 11 of the tested queries.
launchdarkly.comCited on 11 of the tested queries.
octopus.comCited on 10 of the tested queries.
reddit.comCited on 7 of the tested queries.
amplitude.comCited on 6 of the tested queries.
getunleash.ioCited on 6 of the tested queries.
harness.ioCited on 6 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Flagsmith is missing.
90-DAY ROADMAP

Three sprints from first wins to compounding category presence.

Month 1  ·  Days 1 to 30
  • Publish solution and comparison pages for Remote Configuration, Progressive Delivery, Release Management.
  • Build linkable comparison assets so AI Overviews can cite the brand's own domain.
Month 2  ·  Days 31 to 60
  • Earn placement in third-party best-of listicles and review sites the AI cites.
  • Seed community and review presence where AI Overviews pull trust signals.
Month 3  ·  Days 61 to 90
  • Expand owned comparison content across decision-stage queries.
  • Re-audit to confirm invisible themes move to cited and track citation share.