GEO AUDIT  ·  BRAND-ONLY

Arnica.

A look at how Arnica 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.

Sitearnica.io
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedAugust 17, 2026  ·  by AUQ
AI Visibility Score
18
out of 100. Absent band. Arnica is cited in 3 of 37 AI answers. It is absent on Application Security Posture Management, Sast, Software Composition Analysis.
Verified AI Overview citations
3
Arnica's brand is cited in 3 of the 37 AI-answer queries we tested.
AI answer trigger rate
95%
Google's AI answer box fires on 37 of 39 tracked queries.
Citation rate when AI answers
8%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Arnica scores 18 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Arnica is cited in 3 of 37 AI answers. It is absent on Application Security Posture Management, Sast, Software Composition Analysis.

AI answers fire on 95% of tracked queries, yet Arnica is quoted in only 8% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
18
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear95 / 100
  • Inclusion in category answers19 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand50 / 100
  • Topic coverage breadth0 / 100
  • Your pages being quoted8 / 100
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Application Security Posture Management

#1 Application Security Platform to SAST, SCA, IaC, Secrets | Arnica Product   Arnie AI Your AI code protector  AI SAST Detect, understand, and fix vulnerabilities  Developer Feedback Loop Reporting compliance and accountability  Agentiarnica.io, 2026

Differentiators it leads with: Application Security Posture Management, SAST, Software Composition Analysis, Secrets Detection.

What Google's AI says

Limited AI Overview presence

Rarely cited as a source in AI answers.
Appears alongside checkmarx.com, cycode.com, wiz.io.
The core gap
Arnica presents as application security posture management, SAST, software composition analysis, secrets detection, infrastructure as code security. AI Overviews cite it on few queries and it is absent on Application Security Posture Management, Sast, Software Composition Analysis.
Words AI uses for the brand
none surfaced
The brand's own pillars that AI omits
Application Security Posture ManagementSastSoftware Composition AnalysisCited 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
ArnicaPartialcomparison
Application Security Posture ManagementInvisiblepositioning
SastInvisiblepositioning
Software Composition AnalysisInvisiblepositioning
Secrets DetectionInvisiblepositioning
Infrastructure As Code SecurityInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Arnica appears on 0 of 6 themes.

Solution Aware. Owned on few; absent on Application Security Posture Management, Sast, Software Composition Analysis.

Alternatives. 4 themes name the brand without citing it; 30 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
37
95% of tracked queries trigger an AI Overview.
Times brand cited
3
8% citation rate when AI answers.
Total brand mentions
7
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 Arnica'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.

QueryTypeArnica in the AI answerTop sources cited
best application security posture managementPositioningAbsentgartner.com, wiz.io, crowdstrike.com
application security posture management vendorsPositioningAbsentgartner.com, cycode.com, legitsecurity.com
application security posture management solutionsPositioningAbsentgartner.com, cycode.com, wiz.io
application security posture management softwarePositioningAbsentgartner.com, snyk.io, cycode.com
application security posture management platformPositioningAbsentgartner.com, blackduck.com, cycode.com
top application security posture management providersPositioningAbsentgartner.com, stackhawk.com, opentext.com
application security posture management comparisonPositioningAbsentpaloaltonetworks.com, snyk.io, contrastsecurity.com
best sastPositioningNamed, not citedendorlabs.com, corridor.dev, appsecengineer.com
sast vendorsPositioningAbsentendorlabs.com, checkmarx.com, apiiro.com
sast solutionsPositioningAbsentendorlabs.com, veracode.com, sonarsource.com
sast softwarePositioningAbsentowasp.org, endorlabs.com, blackduck.com
sast platformPositioningAbsentsemgrep.dev, endorlabs.com, paloaltonetworks.com
top sast providersPositioningCitedcheckmarx.com, endorlabs.com, apiiro.com
sast comparisonPositioningAbsentopsera.ai, getautonoma.com, pixee.ai
best software composition analysisPositioningAbsentreddit.com, endorlabs.com, aikido.dev
software composition analysis vendorsPositioningAbsentpaloaltonetworks.com, owasp.org, anchore.com
software composition analysis solutionsPositioningAbsentrevenera.com, blackduck.com, gartner.com
software composition analysis softwarePositioningAbsentpaloaltonetworks.com, crowdstrike.com, ibm.com
software composition analysis platformPositioningAbsentpaloaltonetworks.com, anchore.com, blackduck.com
top software composition analysis providersPositioningAbsentgartner.com, endorlabs.com, mordorintelligence.com
software composition analysis comparisonPositioningNo AI answer
best secrets detectionPositioningAbsentreddit.com, cycode.com, checkmarx.com
secrets detection vendorsPositioningAbsentreddit.com, cycode.com, checkmarx.com
secrets detection solutionsPositioningCitedcycode.com, sonarsource.com, ibm.com
secrets detection softwarePositioningAbsentcycode.com, checkmarx.com, github.com
secrets detection platformPositioningAbsentorca.security, cycode.com, paloaltonetworks.com
top secrets detection providersPositioningAbsentcycode.com, reddit.com, legitsecurity.com
secrets detection comparisonPositioningNamed, not citedarxiv.org, reddit.com, ieeexplore.ieee.org
best infrastructure as code securityPositioningAbsentapiiro.com, checkmarx.com, env0.com
infrastructure as code security vendorsPositioningAbsentcrowdstrike.com, opentext.com, sentinelone.com
infrastructure as code security solutionsPositioningAbsentpaloaltonetworks.com, cheatsheetseries.owasp.org, crowdstrike.com
infrastructure as code security softwarePositioningAbsentcheatsheetseries.owasp.org, paloaltonetworks.com, crowdstrike.com
infrastructure as code security platformPositioningAbsentorca.security, crowdstrike.com, paloaltonetworks.com
top infrastructure as code security providersPositioningAbsentapiiro.com, paloaltonetworks.com, wiz.io
infrastructure as code security comparisonPositioningAbsentcheatsheetseries.owasp.org, cycode.com, checkmarx.com
alternatives to ArnicaComparisonNamed, not citeddrugs.com, connect.mayoclinic.org, health.clevelandclinic.org
Arnica vs SnykComparisonCitedreddit.com, gartner.com, peerspot.com
Arnica vs CycodeComparisonNamed, not citedcycode.com, cybersectools.com, slashdot.org
Arnica vs SemgrepComparisonNo AI answer
THREE FINDINGS THAT MATTER
01

The brand is missing from 92% of AI-answer queries

Arnica is cited in 3 of the 37 AI answers we triggered.

02

AI misreads the category

Arnica presents as application security posture management, SAST, software composition analysis, secrets detection, infrastructure as code security. AI Overviews cite it on few queries and it is absent on Application Security Posture Management, Sast, Software Composition Analysis.

TOP THREE MOVES
01

Win presence on Application Security Posture Management

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
checkmarx.com19Cited on 19 of the queries we tested.
cycode.com18Cited on 18 of the queries we tested.
wiz.io17Cited on 17 of the queries we tested.
endorlabs.com15Cited on 15 of the queries we tested.
paloaltonetworks.com15Cited on 15 of the queries we tested.
youtube.com15Cited on 15 of the queries we tested.
orca.security13Cited on 13 of the queries we tested.
crowdstrike.com12Cited on 12 of the queries we tested.
appsecsanta.com12Cited on 12 of the queries we tested.
snyk.io12Cited on 12 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Arnica 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 Arnica on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
checkmarx.comCited on 19 of the tested queries.
cycode.comCited on 18 of the tested queries.
wiz.ioCited on 17 of the tested queries.
endorlabs.comCited on 15 of the tested queries.
paloaltonetworks.comCited on 15 of the tested queries.
youtube.comCited on 15 of the tested queries.
orca.securityCited on 13 of the tested queries.
crowdstrike.comCited on 12 of the tested queries.
Key observation
checkmarx.com is the most-cited source across the queries Arnica 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 Application Security Posture Management, Sast, Software Composition Analysis.
  • 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.