GEO AUDIT  ·  BRAND-ONLY

Quantarra.

A look at how Quantarra 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.

Sitequantarra.io
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedAugust 28, 2026  ·  by AUQ
AI Visibility Score
13
out of 100. Absent band. Quantarra is cited in 4 of 39 AI answers. It shows up on Quantarra. It is absent on Audit Automation, Compliance Management, Internal Audit Software.
Verified AI Overview citations
4
Quantarra's brand is cited in 4 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
10%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Quantarra scores 13 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Quantarra is cited in 4 of 39 AI answers. It shows up on Quantarra. It is absent on Audit Automation, Compliance Management, Internal Audit Software.

AI answers fire on 100% of tracked queries, yet Quantarra is quoted in only 10% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
13
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear100 / 100
  • Inclusion in category answers10 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand17 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted10 / 100
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Audit Automation

Intelligent Audit & Compliance Solutions | Transform Your Compliance Strategy | Quantarra Skip to content Products Frameworks ISO SOC 2 HIPAA PCI DSS GDPR CMMC NIST CyFun NABH Segment Startups Small & medium Enterprises Resources Blquantarra.io, 2026

Differentiators it leads with: Audit Automation, Compliance Management, Internal Audit Software, Risk Assessment.

What Google's AI says

Recognized in AI answers for Quantarra

Cited as a provider on Quantarra queries.
Appears alongside YouTube, Gartner, Trullion.
The core gap
Quantarra presents as audit automation, compliance management, internal audit software, risk assessment, regulatory reporting. AI Overviews cite it on Quantarra and it is absent on Audit Automation, Compliance Management, Internal Audit Software.
Words AI uses for the brand
Quantarra
The brand's own pillars that AI omits
Audit AutomationCompliance ManagementInternal Audit SoftwareCited 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
QuantarraOwnedcomparison
Audit AutomationInvisiblepositioning
Compliance ManagementInvisiblepositioning
Internal Audit SoftwareInvisiblepositioning
Risk AssessmentInvisiblepositioning
Regulatory ReportingInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Quantarra appears on 1 of 6 themes.

Solution Aware. Owned on Quantarra; absent on Audit Automation, Compliance Management, Internal Audit Software.

Alternatives. 0 themes name the brand without citing it; 35 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
4
10% citation rate when AI answers.
Total brand mentions
4
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 Quantarra'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.

QueryTypeQuantarra in the AI answerTop sources cited
best audit automationPositioningAbsent
audit automation vendorsPositioningAbsent
audit automation solutionsPositioningAbsent
audit automation softwarePositioningAbsent
audit automation platformPositioningAbsent
top audit automation providersPositioningAbsent
audit automation comparisonPositioningAbsent
best compliance managementPositioningAbsent
compliance management vendorsPositioningAbsent
compliance management solutionsPositioningAbsent
compliance management softwarePositioningAbsent
compliance management platformPositioningAbsent
top compliance management providersPositioningAbsent
compliance management comparisonPositioningAbsent
best internal audit softwarePositioningAbsent
internal audit software vendorsPositioningAbsent
internal audit software solutionsPositioningAbsent
internal audit software softwarePositioningAbsent
internal audit software platformPositioningAbsent
top internal audit software providersPositioningAbsent
internal audit software comparisonPositioningAbsentgartner.com, supervizor.com, reddit.com
best risk assessmentPositioningAbsent
risk assessment vendorsPositioningAbsent
risk assessment solutionsPositioningAbsent
risk assessment softwarePositioningAbsent
risk assessment platformPositioningAbsent
top risk assessment providersPositioningAbsent
risk assessment comparisonPositioningAbsent
best regulatory reportingPositioningAbsent
regulatory reporting vendorsPositioningAbsent
regulatory reporting solutionsPositioningAbsent
regulatory reporting softwarePositioningAbsent
regulatory reporting platformPositioningAbsentcloud.google.com
top regulatory reporting providersPositioningAbsent
regulatory reporting comparisonPositioningAbsent
alternatives to QuantarraComparisonCited
Quantarra vs AuditBoardComparisonCited
Quantarra vs WorkivaComparisonCited
Quantarra vs LogicGateComparisonCited
THREE FINDINGS THAT MATTER
01

The brand is missing from 90% of AI-answer queries

Quantarra is cited in 4 of the 39 AI answers we triggered.

02

AI misreads the category

Quantarra presents as audit automation, compliance management, internal audit software, risk assessment, regulatory reporting. AI Overviews cite it on Quantarra and it is absent on Audit Automation, Compliance Management, Internal Audit Software.

TOP THREE MOVES
01

Win presence on Audit Automation

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
YouTube16Cited on 16 of the queries we tested.
Gartner13Cited on 13 of the queries we tested.
Trullion9Cited on 9 of the queries we tested.
www.supervizor.com9Cited on 9 of the queries we tested.
Metricstream9Cited on 9 of the queries we tested.
Riskonnect9Cited on 9 of the queries we tested.
Vanta8Cited on 8 of the queries we tested.
Workiva8Cited on 8 of the queries we tested.
Vero AI7Cited on 7 of the queries we tested.
Optro7Cited on 7 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Quantarra 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 Quantarra on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
YouTubeCited on 16 of the tested queries.
GartnerCited on 13 of the tested queries.
TrullionCited on 9 of the tested queries.
www.supervizor.comCited on 9 of the tested queries.
MetricstreamCited on 9 of the tested queries.
RiskonnectCited on 9 of the tested queries.
VantaCited on 8 of the tested queries.
WorkivaCited on 8 of the tested queries.
Key observation
YouTube is the most-cited source across the queries Quantarra 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 Audit Automation, Compliance Management, Internal Audit Software.
  • 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.