GEO AUDIT  ·  BRAND-ONLY

Sonar.

A look at how Sonar 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.

Sitesonarsource.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedSeptember 10, 2026  ·  by AUQ
AI Visibility Score
68
out of 100. Competitive band. Sonar is cited in 18 of 38 AI answers. It shows up on Static Code Analysis, Code Quality, Technical Debt Management. It is absent on Code Security, Ai Code Review.
Verified AI Overview citations
18
Sonar's brand is cited in 18 of the 38 AI-answer queries we tested.
AI answer trigger rate
97%
Google's AI answer box fires on 38 of 39 tracked queries.
Citation rate when AI answers
47%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Sonar scores 68 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Sonar is cited in 18 of 38 AI answers. It shows up on Static Code Analysis, Code Quality, Technical Debt Management. It is absent on Code Security, Ai Code Review.

AI answers fire on 97% of tracked queries, yet Sonar is quoted in only 47% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
68
Competitive band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear97 / 100
  • Inclusion in category answers71 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand100 / 100
  • Topic coverage breadth67 / 100
  • Your pages being quoted47 / 100
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Static Code Analysis

Sonar AI Code Verification Platform | SonarSource | Sonar [NEW] Sonar Launches SonarQube Hunter Agent to Catch Logic-based Security Flaws Products Products SonarQube Cloud Cloud-based static analysis tool for your CI/CD workflows SonarQubesonarsource.com, 2026

Differentiators it leads with: SonarQube, Static Code Analysis, Code Quality, Code Security.

What Google's AI says

Recognized in AI answers for Static Code Analysis, Code Quality, Technical Debt Management

Cited as a provider on Static Code Analysis, Code Quality, Technical Debt Management queries.
Appears alongside youtube.com, YouTube, getoptimal.ai.
The core gap
Sonar presents as static code analysis, code quality, code security, technical debt management, AI code review. AI Overviews cite it on Static Code Analysis, Code Quality, Technical Debt Management and it is absent on Code Security, Ai Code Review.
Words AI uses for the brand
Static Code AnalysisCode QualityTechnical Debt Management
The brand's own pillars that AI omits
Code SecurityAi Code ReviewCited 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
Static Code AnalysisOwnedpositioning
Code QualityOwnedpositioning
Technical Debt ManagementOwnedpositioning
SonarOwnedcomparison
Code SecurityInvisiblepositioning
Ai Code ReviewInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Sonar appears on 4 of 6 themes.

Solution Aware. Owned on Static Code Analysis, Code Quality, Technical Debt Management; absent on Code Security, Ai Code Review.

Alternatives. 9 themes name the brand without citing it; 11 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
38
97% of tracked queries trigger an AI Overview.
Times brand cited
18
47% citation rate when AI answers.
Total brand mentions
27
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 Sonar'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.

QueryTypeSonar in the AI answerTop sources cited
best static code analysisPositioningCitedsourcegraph.com, clutch.co, corgea.com
static code analysis vendorsPositioningNo AI answer
static code analysis solutionsPositioningNamed, not citedparasoft.com, cycode.com, sangfor.com
static code analysis softwarePositioningCiteden.wikipedia.org, jetbrains.com, splunk.com
static code analysis platformPositioningCiteden.wikipedia.org, sonarsource.com, parasoft.com
top static code analysis providersPositioningCitedowasp.org, en.wikipedia.org, snyk.io
static code analysis comparisonPositioningNamed, not citedsourcegraph.com, rafter.so, qt.io
best code qualityPositioningCitedreddit.com, aws.amazon.com, ibm.com
code quality vendorsPositioningCitedfeaturedcustomers.com, aws.amazon.com, parasoft.com
code quality solutionsPositioningCitedsonarsource.com, aws.amazon.com, qt.io
code quality softwarePositioningCitedaws.amazon.com, sonarsource.com, snyk.io
code quality platformPositioningCitedsonarsource.com, deepsource.com, codacy.com
top code quality providersPositioningNamed, not citedishir.com, codacy.com, gartner.com
code quality comparisonPositioningCitedsoftwareengineering.stackexchange.com, gable.ai, ibm.com
best code securityPositioningCitedorca.security, endorlabs.com, checkmarx.com
code security vendorsPositioningNamed, not citedsnyk.io, semgrep.dev, endorlabs.com
code security solutionsPositioningAbsentorca.security, checkmarx.com, veracode.com
code security softwarePositioningAbsentyoutube.com, veracode.com, paloaltonetworks.com
code security platformPositioningAbsentdatadoghq.com, snyk.io, semgrep.dev
top code security providersPositioningNamed, not citedaikido.dev, cycode.com, endorlabs.com
code security comparisonPositioningAbsentsemgrep.dev, stackhawk.com, endorlabs.com
best technical debt managementPositioningCitedgartner.com, codescene.com, artkai.io
technical debt management vendorsPositioningAbsentrocketsoftware.com, gartner.com, omdia.tech.informa.com
technical debt management solutionsPositioningNamed, not citedrocketsoftware.com, ardoq.com, ibm.com
technical debt management softwarePositioningCitedcastsoftware.com, sonarsource.com, orbussoftware.com
technical debt management platformPositioningCitedgartner.com, ibm.com, youtube.com
top technical debt management providersPositioningNamed, not citedgartner.com, harbingergroup.com, medium.com
technical debt management comparisonPositioningNamed, not citedceur-ws.org, sciencedirect.com, gartner.com
best ai code reviewPositioningAbsentreddit.com, getoptimal.ai, dev.to
ai code review vendorsPositioningAbsentgreptile.com, youtube.com, deepsource.com
ai code review solutionsPositioningAbsentcoderabbit.ai, blog.cloudflare.com, digitalocean.com
ai code review softwarePositioningAbsentreddit.com, greptile.com, deepsource.com
ai code review platformPositioningAbsentcoderabbit.ai, greptile.com, deepsource.com
top ai code review providersPositioningAbsentsourcegraph.com, digitalocean.com, startearly.ai
ai code review comparisonPositioningCitedreddit.com, youtube.com, sourcegraph.com
alternatives to SonarComparisonNamed, not citedcorgea.com, kodus.io, kiuwan.com
Sonar vs SnykComparisonCitedreddit.com, aikido.dev, cycode.com
Sonar vs VeracodeComparisonCitedcycode.com, aikido.dev, sonarsource.com
Sonar vs CheckmarxComparisonCitedcheckmarx.com, stackoverflow.com, aikido.dev
THREE FINDINGS THAT MATTER
01

The brand is missing from 53% of AI-answer queries

Sonar is cited in 18 of the 38 AI answers we triggered.

02

AI misreads the category

Sonar presents as static code analysis, code quality, code security, technical debt management, AI code review. AI Overviews cite it on Static Code Analysis, Code Quality, Technical Debt Management and it is absent on Code Security, Ai Code Review.

TOP THREE MOVES
01

Win presence on Code Security

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.com12Cited on 12 of the queries we tested.
YouTube11Cited on 11 of the queries we tested.
getoptimal.ai8Cited on 8 of the queries we tested.
cycode.com6Cited on 6 of the queries we tested.
sourcegraph.com6Cited on 6 of the queries we tested.
Cycode6Cited on 6 of the queries we tested.
Sourcegraph6Cited on 6 of the queries we tested.
gartner.com6Cited on 6 of the queries we tested.
endorlabs.com6Cited on 6 of the queries we tested.
Gartner6Cited on 6 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Sonar 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 Sonar on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 12 of the tested queries.
YouTubeCited on 11 of the tested queries.
getoptimal.aiCited on 8 of the tested queries.
cycode.comCited on 6 of the tested queries.
sourcegraph.comCited on 6 of the tested queries.
CycodeCited on 6 of the tested queries.
SourcegraphCited on 6 of the tested queries.
gartner.comCited on 6 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Sonar 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 Code Security, Ai Code Review.
  • 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.