GEO AUDIT  ·  BRAND-ONLY

Cytellix.

A look at how Cytellix 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.

Sitecytellix.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedOctober 7, 2026  ·  by AUQ
AI Visibility Score
13
out of 100. Absent band. Cytellix is cited in 4 of 39 AI answers. It shows up on Cytellix. It is absent on Grc, Managed Detection And Response, Cmmc Compliance.
Verified AI Overview citations
4
Cytellix'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

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

Cytellix is cited in 4 of 39 AI answers. It shows up on Cytellix. It is absent on Grc, Managed Detection And Response, Cmmc Compliance.

AI answers fire on 100% of tracked queries, yet Cytellix 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
  • Your pages being quoted 35%10 / 100
  • Inclusion in category answers 25%10 / 100
  • How AI describes the brand 20%17 / 100
  • Topic coverage breadth 20%17 / 100
Work with AUQ

We don't hand you a report and walk away. We execute it.

AUQ is an execution team, not a consultancy. We ship the fixes, content, and citations this audit calls for — and we work month-to-month, so we re-earn the engagement every 30 days.

Start with a month → No long-term contracts
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

GRC

Cybersecurity Solutions | Cytellix Corporation Home Industries Automotive Supply Chain Cyber Insurance Department of Defense (DoD) Supply Chain Financial Industry Cybersecurity Government Cybersecurity Manufacturing Supply Chain Medical Teccytellix.com, 2026

Differentiators it leads with: GRC, Managed Detection And Response, CMMC Compliance, Cyber Risk Management.

What Google's AI says

Recognized in AI answers for Cytellix

Cited as a provider on Cytellix queries.
Appears alongside youtube.com, gartner.com, vanta.com.
The core gap
Cytellix presents as GRC, managed detection and response, CMMC compliance, cyber risk management, XDR. AI Overviews cite it on Cytellix and it is absent on Grc, Managed Detection And Response, Cmmc Compliance.
Words AI uses for the brand
Cytellix
The brand's own pillars that AI omits
GrcManaged Detection And ResponseCmmc ComplianceCited 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
CytellixOwnedcomparison
GrcInvisiblepositioning
Managed Detection And ResponseInvisiblepositioning
Cmmc ComplianceInvisiblepositioning
Cyber Risk ManagementInvisiblepositioning
XdrInvisiblepositioning
Buyer-journey coverage

Problem Aware. Overview queries: Cytellix appears on 1 of 6 themes.

Solution Aware. Owned on Cytellix; absent on Grc, Managed Detection And Response, Cmmc Compliance.

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.
Case Studies

This playbook has already worked. Here's the proof.

Executed by AUQ for B2B SaaS teams with the same gaps this audit found.

1,000+ Fraud.net AI citations earned in 6 months through GEO prompt research and content automation. Read the case study → +173% Microblink Organic traffic growth from technical SEO, content automation, and GEO-focused linkbuilding. Read the case study → +30,000 AKOOL Visits in 6 months via technical optimizations and content strategy we executed end-to-end. Read the case study → +200% DeepInfra Technical blog traffic growth from a blog redesign, author training, and SaaS linkbuilding. Read the case study →
Get results like these for Cytellix → See all case studies
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 Cytellix'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.

QueryCytellix in the AI answerTop sources cited
best grcAbsentgartner.com, bdemerson.com, youtube.com
grc vendorsAbsentgartner.com, vanta.com, hyperproof.io
grc solutionsAbsentgartner.com, metricstream.com, servicenow.com
grc softwareAbsentriskcognizance.com, ibm.com, diligent.com
grc platformAbsenthyperproof.io, gartner.com, riskcognizance.com
top grc providersAbsentreddit.com, youtube.com, orbiqhq.com
grc comparisonAbsentg2.com, sourceforge.net, utmstack.com
best managed detection and responseAbsentgartner.com, sophos.com, channelinsider.com
managed detection and response vendorsAbsentgartner.com, youtube.com, levelblue.com
managed detection and response solutionsAbsentgartner.com, paloaltonetworks.com, ibm.com
managed detection and response softwareAbsentgartner.com, microsoft.com, ibm.com
managed detection and response platformAbsentblackpointcyber.com, seceon.com, underdefense.com
top managed detection and response providersAbsentgartner.com, intezer.com, esentire.com
managed detection and response comparisonAbsentyoutube.com, peerspot.com, linkedin.com
best cmmc complianceAbsentyoutube.com, kiteworks.com, reddit.com
cmmc compliance vendorsAbsentreddit.com, sseinc.com, cbh.com
cmmc compliance solutionsAbsentcybersheath.com, bpm.com, biztransform.net
cmmc compliance softwareAbsentmotherbearsecurity.com, hyperproof.io, paramify.com
cmmc compliance platformAbsentvanta.com, drata.com, preveil.com
top cmmc compliance providersAbsentbreanetworks.com, healthcareresolutionservices.com, theodosian.com
cmmc compliance comparisonAbsentvenvera.com, radicl.com, mindsec.io
best cyber risk managementAbsentvanta.com, community.spiceworks.com, securityweek.com
cyber risk management vendorsAbsentbitsight.com, upguard.com, cybersaint.io
cyber risk management solutionsAbsentcybersaint.io, metricstream.com, gartner.com
cyber risk management softwareAbsentlogicgate.ai, linkedin.com, vanta.com
cyber risk management platformAbsentyoutube.com, cybersaint.io, vanta.com
top cyber risk management providersAbsentgartner.com, atlassystems.com, youtube.com
cyber risk management comparisonAbsentsolutionsreview.com, slashdot.org, teramind.co
best xdrAbsentreddit.com, seceon.com, gartner.com
xdr vendorsAbsentseceon.com, gartner.com, youtube.com
xdr solutionsAbsentseceon.com, fortinet.com, crowdstrike.com
xdr softwareAbsentxdrradiology.com, microsoft.com, crowdstrike.com
xdr platformAbsentsentinelone.com, gartner.com, crowdstrike.com
top xdr providersAbsentseceon.com, gartner.com, aimultiple.com
xdr comparisonAbsentstellarcyber.ai, paloaltonetworks.com, capterra.com.au
alternatives to CytellixCitedcytellix.com, g2.com, capterra.ie
Cytellix vs Arctic WolfCitedsophos.com, reddit.com, underdefense.com
Cytellix vs DrataCitedcytellix.com, bdemerson.com, tech-insider.org
Cytellix vs Rapid7Citedcybersectools.com, slashdot.org, docs.rapid7.com
THREE FINDINGS THAT MATTER
01

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

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

02

AI misreads the category

Cytellix presents as GRC, managed detection and response, CMMC compliance, cyber risk management, XDR. AI Overviews cite it on Cytellix and it is absent on Grc, Managed Detection And Response, Cmmc Compliance.

TOP THREE MOVES
01

Win presence on Grc

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.com20Cited on 20 of the queries we tested.
gartner.com19Cited on 19 of the queries we tested.
vanta.com11Cited on 11 of the queries we tested.
reddit.com10Cited on 10 of the queries we tested.
g2.com7Cited on 7 of the queries we tested.
riskcognizance.com6Cited on 6 of the queries we tested.
ibm.com6Cited on 6 of the queries we tested.
microsoft.com6Cited on 6 of the queries we tested.
servicenow.com5Cited on 5 of the queries we tested.
linkedin.com5Cited on 5 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Cytellix 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 Cytellix on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 20 of the tested queries.
gartner.comCited on 19 of the tested queries.
vanta.comCited on 11 of the tested queries.
reddit.comCited on 10 of the tested queries.
g2.comCited on 7 of the tested queries.
riskcognizance.comCited on 6 of the tested queries.
ibm.comCited on 6 of the tested queries.
microsoft.comCited on 6 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Cytellix 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 Grc, Managed Detection And Response, Cmmc Compliance.
  • 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.