GEO AUDIT  ·  BRAND-ONLY

Nominal.

A look at how Nominal 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.

Sitenominal.io
Where we lookedGoogle AI Overviews, US
Questions tested38 brand, category, and competitor queries
PreparedJuly 1, 2026  ·  by AUQ
AI Visibility Score
6
out of 100. Absent band. Nominal is cited in 1 of 36 AI answers. It is absent on Hardware Testing, Test Data Management, Test Automation.
Verified AI Overview citations
1
Nominal's brand is cited in 1 of the 36 AI-answer queries we tested.
AI answer trigger rate
95%
Google's AI answer box fires on 36 of 38 tracked queries.
Citation rate when AI answers
3%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Nominal scores 6 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Nominal is cited in 1 of 36 AI answers. It is absent on Hardware Testing, Test Data Management, Test Automation.

AI answers fire on 95% of tracked queries, yet Nominal is quoted in only 3% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
6
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear95 / 100
  • Inclusion in category answers8 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand17 / 100
  • Topic coverage breadth0 / 100
  • Your pages being quoted3 / 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
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
NominalPartialcomparison
Hardware TestingInvisiblepositioning
Test Data ManagementInvisiblepositioning
Test AutomationInvisiblepositioning
Telemetry AnalysisInvisiblepositioning
Mission ControlInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Nominal appears on 0 of 6 themes.

Solution Aware. Owned on few; absent on Hardware Testing, Test Data Management, Test Automation.

Alternatives. 2 themes name the brand without citing it; 33 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
38
Brand, category, and comparison queries analyzed.
AI answers fired
36
95% of tracked queries trigger an AI Overview.
Times brand cited
1
3% citation rate when AI answers.
Total brand mentions
3
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 Nominal → See all case studies
QUERIES WE TESTED

Every query we ran against Google's AI Overview, and what we found.

38 queries across branded, positioning, and comparison intent. "Cited" means Nominal'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.

QueryTypeNominal in the AI answerTop sources cited
best hardware testingPositioningAbsentreddit.com, youtube.com, forum.level1techs.com
hardware testing vendorsPositioningAbsentelement.com, youtube.com, psware.com
hardware testing solutionsPositioningAbsentaerospacemanufacturinganddesign.com, freshconsulting.com, ilink-digital.com
hardware testing softwarePositioningAbsentpassmark.com, support.hp.com, youtube.com
hardware testing platformPositioningAbsentgithub.com, reddit.com, viewpointusa.com
top hardware testing providersPositioningAbsentpflb.us, passmark.com, tomshardware.com
hardware testing comparisonPositioningAbsenttechnibble.com, qa.world, ni.com
best test data managementPositioningAbsentgartner.com, k2view.com, tonic.ai
test data management vendorsPositioningAbsentgartner.com, perforce.com, tonic.ai
test data management solutionsPositioningAbsentgartner.com, k2view.com, perforce.com
test data management softwarePositioningAbsentperforce.com, testim.io, informatica.com
test data management platformPositioningAbsentk2view.com, gartner.com, perforce.com
top test data management providersPositioningAbsentgartner.com, k2view.com, tonic.ai
test data management comparisonPositioningAbsentgartner.com, broadcom.com, k2view.com
best test automationPositioningAbsentreddit.com, testguild.com, youtube.com
test automation vendorsPositioningAbsentqualitylogic.com, testguild.com, youtube.com
test automation solutionsPositioningAbsentats-equipment.com, teradyne.com, instron.com
test automation softwarePositioningAbsentreddit.com, testguild.com, testrigor.com
test automation platformPositioningAbsentkeysight.com, testguild.com, gartner.com
top test automation providersPositioningAbsentqualitylogic.com, testguild.com, kualitatem.com
test automation comparisonPositioningAbsenttestdino.com, youtube.com, testguild.com
best telemetry analysisPositioningAbsentreddit.com, youtube.com, forum.reizastudios.com
telemetry analysis vendorsPositioningAbsentreddit.com, gdpspace.com, puppygraph.com
telemetry analysis solutionsPositioningAbsentsplunk.com, youtube.com, ibm.com
telemetry analysis softwarePositioningAbsentgoprotelemetryextractor.com, shop.racing-unleashed.com, reddit.com
telemetry analysis platformPositioningAbsentpuppygraph.com, cribl.io, clickhouse.com
top telemetry analysis providersPositioningAbsentclickhouse.com, vfunction.com, puppygraph.com
telemetry analysis comparisonPositioningAbsentfullgripmotorsport.com, embrace.io, youtube.com
best mission controlPositioningAbsentreddit.com, github.com, youtube.com
mission control vendorsPositioningAbsentmissioncontrolnoc.com, mission-controls.com, brightascension.com
mission control solutionsPositioningNo AI answer
mission control softwarePositioningNo AI answer
mission control platformPositioningAbsentmissioncloud.com, appexchange.salesforce.com, youtube.com
top mission control providersPositioningAbsentyoutube.com, missioncontrolnoc.com, nvidia.com
mission control comparisonPositioningAbsentreddit.com, agentcenter.cloud, youtube.com
alternatives to NominalComparisonNamed, not citedg2.com, english.stackexchange.com, vocabulary.com
Nominal vs National InstrumentsComparisonNamed, not citedni.com, stackoverflow.com, reddit.com
Nominal vs dSPACEComparisonCitednominal.io, youtube.com, dspace.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 97% of AI-answer queries

Nominal is cited in 1 of the 36 AI answers we triggered.

02

AI misreads the category

Nominal presents as hardware testing, test data management, test automation, telemetry analysis, mission control. AI Overviews cite it on few queries and it is absent on Hardware Testing, Test Data Management, Test Automation.

TOP THREE MOVES
01

Win presence on Hardware Testing

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

IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Hardware Testing

Nominal | The unified software suite to test and operate hardware | Nominal - Unified Industrial Data Stack Skip to main content Products Solutions Company Docs (opens in new tab) Contact Request a demo Open app Accelerate test . Acceleratenominal.io, 2026

Differentiators it leads with: Nominal Core, Nominal Connect, Hardware Testing, Test Data Management.

What Google's AI says

Limited AI Overview presence

Rarely cited as a source in AI answers.
Appears alongside youtube.com, reddit.com, gartner.com.
The core gap
Nominal presents as hardware testing, test data management, test automation, telemetry analysis, mission control. AI Overviews cite it on few queries and it is absent on Hardware Testing, Test Data Management, Test Automation.
Words AI uses for the brand
none surfaced
The brand's own pillars that AI omits
Hardware TestingTest Data ManagementTest AutomationCited source on vendor and comparison queries
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.com30Cited on 30 of the queries we tested.
reddit.com15Cited on 15 of the queries we tested.
gartner.com8Cited on 8 of the queries we tested.
k2view.com7Cited on 7 of the queries we tested.
perforce.com7Cited on 7 of the queries we tested.
testguild.com7Cited on 7 of the queries we tested.
puppygraph.com7Cited on 7 of the queries we tested.
tonic.ai5Cited on 5 of the queries we tested.
testomat.io5Cited on 5 of the queries we tested.
broadcom.com5Cited on 5 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Nominal 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 Nominal on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 30 of the tested queries.
reddit.comCited on 15 of the tested queries.
gartner.comCited on 8 of the tested queries.
k2view.comCited on 7 of the tested queries.
perforce.comCited on 7 of the tested queries.
testguild.comCited on 7 of the tested queries.
puppygraph.comCited on 7 of the tested queries.
tonic.aiCited on 5 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Nominal 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 Hardware Testing, Test Data Management, Test Automation.
  • 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.