GEO AUDIT  ·  BRAND-ONLY

IVEX.

A look at how IVEX 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.

Siteivex.ai
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedOctober 7, 2026  ·  by AUQ
AI Visibility Score
25
out of 100. Absent band. IVEX is cited in 4 of 39 AI answers. It shows up on Ivex. It is absent on Adas Validation, Autonomous Driving Testing, Adas Data Analytics.
Verified AI Overview citations
4
IVEX'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

IVEX scores 25 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

IVEX is cited in 4 of 39 AI answers. It shows up on Ivex. It is absent on Adas Validation, Autonomous Driving Testing, Adas Data Analytics.

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

AI Visibility Score
25
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • Your pages being quoted 35%10 / 100
  • Inclusion in category answers 25%18 / 100
  • How AI describes the brand 20%67 / 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

ADAS Validation

IVEX | The Operating System for Automotive Safety Testing IVEX Raises Series A funding: read more Solutions Cases About News Careers Contact us IVEX Raises Series A funding: read more Solutions Cases About News Careers Contact us Automotiveivex.ai, 2026

Differentiators it leads with: ADAS Validation, Autonomous Driving Testing, ADAS Data Analytics, Euro NCAP Assessment.

What Google's AI says

Recognized in AI answers for Ivex

Cited as a provider on Ivex queries.
Appears alongside youtube.com, linkedin.com, ansys.synopsys.com.
The core gap
IVEX presents as ADAS validation, autonomous driving testing, ADAS data analytics, Euro NCAP assessment, autonomous vehicle safety validation. AI Overviews cite it on Ivex and it is absent on Adas Validation, Autonomous Driving Testing, Adas Data Analytics.
Words AI uses for the brand
Ivex
The brand's own pillars that AI omits
Adas ValidationAutonomous Driving TestingAdas Data AnalyticsCited 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
IvexOwnedcomparison
Adas ValidationInvisiblepositioning
Autonomous Driving TestingInvisiblepositioning
Adas Data AnalyticsInvisiblepositioning
Euro Ncap AssessmentInvisiblepositioning
Autonomous Vehicle Safety ValidationInvisiblepositioning
Buyer-journey coverage

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

Solution Aware. Owned on Ivex; absent on Adas Validation, Autonomous Driving Testing, Adas Data Analytics.

Alternatives. 3 themes name the brand without citing it; 32 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
7
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 IVEX → 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 IVEX'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.

QueryIVEX in the AI answerTop sources cited
best adas validationAbsentavsimulation.com, ansys.synopsys.com, appliedintuition.com
adas validation vendorsAbsentdqindia.com, elektrobit.com, valeo.com
adas validation solutionsAbsentyoutube.com, avsimulation.com, link.springer.com
adas validation softwareAbsentyoutube.com, keysight.com, dspace.com
adas validation platformAbsentcapgemini.com, foretellix.com, linkedin.com
top adas validation providersAbsentfeaturedcustomers.com, avl.com, marketsandmarkets.com
adas validation comparisonAbsentreddit.com, ansys.synopsys.com, auto-innovations.net
best autonomous driving testingAbsentyoutube.com, consumerreports.org, forbes.com
autonomous driving testing vendorsAbsenthumaneticsgroup.com, bertrandt.com, tuvsud.com
autonomous driving testing solutionsAbsentavl.com, tuvsud.com, keysight.com
autonomous driving testing softwareAbsentappliedintuition.com, dl.acm.org, ni.com
autonomous driving testing platformAbsentdl.acm.org, ieeexplore.ieee.org, openreview.net
top autonomous driving testing providersAbsentcaredge.com, reddit.com, shapirolawaz.com
autonomous driving testing comparisonAbsentreddit.com, linkedin.com, drivesweden.net
best adas data analyticsNamed, not citedtranscendentsoftware.com, everpuredata.com, ni.com
adas data analytics vendorsAbsentplainenglish.io, prnewswire.com, avl.com
adas data analytics solutionsAbsentyoutube.com, everpuredata.com, swissre.com
adas data analytics softwareAbsentyoutube.com, linkedin.com, aws.amazon.com
adas data analytics platformAbsentavl.com, ottometric.com, akridata.ai
top adas data analytics providersAbsentstartus-insights.com, sphericalinsights.com, meticulousresearch.com
adas data analytics comparisonAbsentpubs.aip.org, foretellix.com, avl.com
best euro ncap assessmentAbsenteuroncap.com, en.wikipedia.org, youtube.com
euro ncap assessment vendorsAbsentasam.net, sciencedirect.com, investors.roadzen.io
euro ncap assessment solutionsAbsenteuroncap.com, here.com, niradynamics.com
euro ncap assessment softwareNamed, not citedlinkedin.com, ww2.mathworks.cn, facebook.com
euro ncap assessment platformAbsentai-online.com, news.euroncap.com, linkedin.com
top euro ncap assessment providersAbsenteuroncap.com, thebrakereport.com, news.euroncap.com
euro ncap assessment comparisonAbsenteuroncap.com, youtube.com, carwow.co.uk
best autonomous vehicle safety validationAbsentarxiv.org, embedded.tessolve.com, keysight.com
autonomous vehicle safety validation vendorsAbsentprnewswire.com, sgs.com, ul.com
autonomous vehicle safety validation solutionsNamed, not citedlinkedin.com, futuretransport-news.com, therobotreport.com
autonomous vehicle safety validation softwareAbsentyoutube.com, patsnap.com, researchgate.net
autonomous vehicle safety validation platformAbsentansys.synopsys.com, sciencedirect.com, nvidia.com
top autonomous vehicle safety validation providersAbsentappliedintuition.com, resources.sw.siemens.com, nvidia.com
autonomous vehicle safety validation comparisonAbsentresearchgate.net, linkedin.com, arxiv.org
alternatives to IVEXCitedtracxn.com, ivex.ai, appliedintuition.com
IVEX vs ForetellixCitedasam.net, foretellix.com, ivex.ai
IVEX vs Applied IntuitionCitedappliedintuition.com, slashdot.org, bouncewatch.com
IVEX vs dSPACECiteddspace.com, youtube.com, ivex.ai
THREE FINDINGS THAT MATTER
01

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

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

02

AI misreads the category

IVEX presents as ADAS validation, autonomous driving testing, ADAS data analytics, Euro NCAP assessment, autonomous vehicle safety validation. AI Overviews cite it on Ivex and it is absent on Adas Validation, Autonomous Driving Testing, Adas Data Analytics.

TOP THREE MOVES
01

Win presence on Adas Validation

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.com25Cited on 25 of the queries we tested.
linkedin.com17Cited on 17 of the queries we tested.
ansys.synopsys.com9Cited on 9 of the queries we tested.
avl.com9Cited on 9 of the queries we tested.
researchgate.net8Cited on 8 of the queries we tested.
reddit.com8Cited on 8 of the queries we tested.
tuvsud.com7Cited on 7 of the queries we tested.
euroncap.com7Cited on 7 of the queries we tested.
appliedintuition.com6Cited on 6 of the queries we tested.
facebook.com6Cited on 6 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations IVEX 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 IVEX on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 25 of the tested queries.
linkedin.comCited on 17 of the tested queries.
ansys.synopsys.comCited on 9 of the tested queries.
avl.comCited on 9 of the tested queries.
researchgate.netCited on 8 of the tested queries.
reddit.comCited on 8 of the tested queries.
tuvsud.comCited on 7 of the tested queries.
euroncap.comCited on 7 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries IVEX 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 Adas Validation, Autonomous Driving Testing, Adas Data Analytics.
  • 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.