GEO AUDIT  ·  BRAND-ONLY

SDVerse.

A look at how SDVerse 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.

Sitesdverse.auto
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedSeptember 10, 2026  ·  by AUQ
AI Visibility Score
28
out of 100. Low band. SDVerse is cited in 9 of 39 AI answers. It shows up on Automotive Software Marketplace, Sdverse. It is absent on Software Defined Vehicle, Embedded Automotive Software, Vehicle Software Procurement.
Verified AI Overview citations
9
SDVerse's brand is cited in 9 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
23%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

SDVerse scores 28 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

SDVerse is cited in 9 of 39 AI answers. It shows up on Automotive Software Marketplace, Sdverse. It is absent on Software Defined Vehicle, Embedded Automotive Software, Vehicle Software Procurement.

AI answers fire on 100% of tracked queries, yet SDVerse is quoted in only 23% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
28
Low band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear100 / 100
  • Inclusion in category answers26 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand33 / 100
  • Topic coverage breadth33 / 100
  • Your pages being quoted23 / 100
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Automotive Software Marketplace

SDVerse | Vehicle Software Marketplace SDVerse Features Benefits For Buyer For Sellers Company About Us Why SDVerse Team Testimonials News FAQ Contact Us Explore Marketplace New User Returning User Features Benefits For Buyer For Sellers Cosdverse.auto, 2026

Differentiators it leads with: Automotive Software Marketplace, Software Defined Vehicle, Embedded Automotive Software, Vehicle Software Procurement.

What Google's AI says

Recognized in AI answers for Automotive Software Marketplace, Sdverse

Cited as a provider on Automotive Software Marketplace, Sdverse queries.
Appears alongside youtube.com, YouTube, ptc.com.
The core gap
SDVerse presents as automotive software marketplace, software defined vehicle, embedded automotive software, vehicle software procurement, automotive supplier sourcing. AI Overviews cite it on Automotive Software Marketplace, Sdverse and it is absent on Software Defined Vehicle, Embedded Automotive Software, Vehicle Software Procurement.
Words AI uses for the brand
Automotive Software MarketplaceSdverse
The brand's own pillars that AI omits
Software Defined VehicleEmbedded Automotive SoftwareVehicle Software ProcurementCited 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
Automotive Software MarketplaceOwnedpositioning
SdverseOwnedcomparison
Software Defined VehicleInvisiblepositioning
Embedded Automotive SoftwareInvisiblepositioning
Vehicle Software ProcurementInvisiblepositioning
Automotive Supplier SourcingInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: SDVerse appears on 2 of 6 themes.

Solution Aware. Owned on Automotive Software Marketplace, Sdverse; absent on Software Defined Vehicle, Embedded Automotive Software, Vehicle Software Procurement.

Alternatives. 1 themes name the brand without citing it; 29 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
9
23% citation rate when AI answers.
Total brand mentions
10
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 SDVerse'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.

QueryTypeSDVerse in the AI answerTop sources cited
best automotive software marketplacePositioningCitedsdverse.auto, forbes.com, featuredcustomers.com
automotive software marketplace vendorsPositioningCitedsdverse.auto, appsruntheworld.com, forbes.com
automotive software marketplace solutionsPositioningCitedsdverse.auto, p3-group.com, aws.amazon.com
automotive software marketplace softwarePositioningCitedsdverse.auto, p3-group.com, wardsauto.com
automotive software marketplace platformPositioningCitedsdverse.auto, magna.com, wipro.com
top automotive software marketplace providersPositioningNamed, not citedappsruntheworld.com, forbes.com
automotive software marketplace comparisonPositioningCitedsdverse.auto, rolandberger.com, salesforce.com
best software defined vehiclePositioningAbsentvolvocars.com, youtube.com, evworld.com
software defined vehicle vendorsPositioningAbsentjabil.com, sonatus.com, dxc.com
software defined vehicle solutionsPositioningAbsentibm.com, bosch-mobility.com, keysight.com
software defined vehicle softwarePositioningAbsentibm.com, en.wikipedia.org, keysight.com
software defined vehicle platformPositioningAbsentreddit.com, facebook.com, stardewvalley.net
top software defined vehicle providersPositioningAbsentmarketsandmarkets.com, nxp.com, bosch-mobility.com
software defined vehicle comparisonPositioningAbsentrolandberger.com, here.com, strategyand.pwc.com
best embedded automotive softwarePositioningAbsentreddit.com, nxp.com, ptc.com
embedded automotive software vendorsPositioningAbsentxchange.avixa.org, parasoft.com, nxp.com
embedded automotive software solutionsPositioningAbsentricardo.com, ptc.com, nxp.com
embedded automotive software softwarePositioningAbsentnxp.com, ptc.com, blogs.sw.siemens.com
embedded automotive software platformPositioningAbsentnxp.com, wezom.com, siemens.com
top embedded automotive software providersPositioningAbsentxchange.avixa.org, focus2move.com, amasatech.ai
embedded automotive software comparisonPositioningAbsentreddit.com, youtube.com, nxp.com
best vehicle software procurementPositioningAbsentmckinsey.com, aws.amazon.com, reddit.com
vehicle software procurement vendorsPositioningAbsentivalua.com, sap.com, jaggaer.com
vehicle software procurement solutionsPositioningAbsentaws.amazon.com, sap.com, mckinsey.com
vehicle software procurement softwarePositioningAbsentfleetster.net, aws.amazon.com, jaggaer.com
vehicle software procurement platformPositioningAbsentivalua.com, jaggaer.com, aws.amazon.com
top vehicle software procurement providersPositioningAbsentsolutionsreview.com, youtube.com, wmsspl.com
vehicle software procurement comparisonPositioningAbsentmckinsey.com, inverto.com, vertice.one
best automotive supplier sourcingPositioningAbsentarkestro.com, hz.group, manufacturingdigital.com
automotive supplier sourcing vendorsPositioningAbsentarkestro.com, medium.com, hz.group
automotive supplier sourcing solutionsPositioningAbsentgep.com, merlinsourcing.com, drydengroup.com
automotive supplier sourcing softwarePositioningAbsentjaggaer.com, arkestro.com, teamprocure.com
automotive supplier sourcing platformPositioningAbsentarkestro.com, ivalua.com, jaggaer.com
top automotive supplier sourcing providersPositioningAbsentmanufacturingdigital.com, autonews.com, dragonsourcing.com
automotive supplier sourcing comparisonPositioningAbsentsciencedirect.com, arkestro.com, lightsource.ai
alternatives to SDVerseComparisonAbsentmerriam-webster.com, thesaurus.com, vocabulary.com
SDVerse vs ElektrobitComparisonCitedsdverse.auto, elektrobit.com, quintauris.com
SDVerse vs Vector InformatikComparisonCitedopenchargealliance.org, nxp.com, dl.acm.org
SDVerse vs BlackBerry QNXComparisonCitedqnx.software, reddit.com, siliconangle.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 77% of AI-answer queries

SDVerse is cited in 9 of the 39 AI answers we triggered.

02

AI misreads the category

SDVerse presents as automotive software marketplace, software defined vehicle, embedded automotive software, vehicle software procurement, automotive supplier sourcing. AI Overviews cite it on Automotive Software Marketplace, Sdverse and it is absent on Software Defined Vehicle, Embedded Automotive Software, Vehicle Software Procurement.

TOP THREE MOVES
01

Win presence on Software Defined Vehicle

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.com17Cited on 17 of the queries we tested.
YouTube16Cited on 16 of the queries we tested.
ptc.com8Cited on 8 of the queries we tested.
PTC8Cited on 8 of the queries we tested.
nxp.com7Cited on 7 of the queries we tested.
NXP7Cited on 7 of the queries we tested.
inverto.com7Cited on 7 of the queries we tested.
Inverto7Cited on 7 of the queries we tested.
jaggaer.com6Cited on 6 of the queries we tested.
jaggaer6Cited on 6 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations SDVerse 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 SDVerse on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 17 of the tested queries.
YouTubeCited on 16 of the tested queries.
ptc.comCited on 8 of the tested queries.
PTCCited on 8 of the tested queries.
nxp.comCited on 7 of the tested queries.
NXPCited on 7 of the tested queries.
inverto.comCited on 7 of the tested queries.
InvertoCited on 7 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries SDVerse 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 Software Defined Vehicle, Embedded Automotive Software, Vehicle Software Procurement.
  • 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.