GEO AUDIT  ·  BRAND-ONLY

Averroes AI.

A look at how Averroes AI 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.

Siteaverroes.ai
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedJune 20, 2026  ·  by AUQ
AI Visibility Score
54
out of 100. Competitive band. Averroes AI is cited in 17 of 38 AI answers. It shows up on Automated Visual Inspection, Machine Vision Software, Defect Detection. It is absent on Quality Control Software, Manufacturing Inspection Software.
Verified AI Overview citations
17
Averroes AI's brand is cited in 17 of the 38 AI-answer queries we tested.
AI answer trigger rate
97%
Google's AI answer box fires on 38 of 39 tracked queries.
Citation rate when AI answers
45%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Averroes AI scores 54 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Averroes AI is cited in 17 of 38 AI answers. It shows up on Automated Visual Inspection, Machine Vision Software, Defect Detection. It is absent on Quality Control Software, Manufacturing Inspection Software.

AI answers fire on 97% of tracked queries, yet Averroes AI is quoted in only 45% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
54
Competitive band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear97 / 100
  • Inclusion in category answers45 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand67 / 100
  • Topic coverage breadth67 / 100
  • Your pages being quoted45 / 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
Automated Visual InspectionOwnedpositioning
Machine Vision SoftwareOwnedpositioning
Defect DetectionOwnedpositioning
Averroes AiOwnedcomparison
Quality Control SoftwareInvisiblepositioning
Manufacturing Inspection SoftwareInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Averroes AI appears on 4 of 6 themes.

Solution Aware. Owned on Automated Visual Inspection, Machine Vision Software, Defect Detection; absent on Quality Control Software, Manufacturing Inspection Software.

Alternatives. 0 themes name the brand without citing it; 21 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
38
97% of tracked queries trigger an AI Overview.
Times brand cited
17
45% citation rate when AI answers.
Total brand mentions
17
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 Averroes AI → 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 Averroes AI'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.

QueryTypeAverroes AI in the AI answerTop sources cited
best automated visual inspectionPositioningNo AI answer
automated visual inspection vendorsPositioningAbsenteaminc.com, averna.com, matroid.com
automated visual inspection solutionsPositioningCitedaverna.com, oxipitalai.com, atslifesciences.com
automated visual inspection softwarePositioningCitedelementaryml.com, softwebsolutions.com, youtube.com
automated visual inspection platformPositioningCitedaverna.com, eaminc.com, gevernova.com
top automated visual inspection providersPositioningCiteddabrico.com, jidoka-tech.ai, averroes.ai
automated visual inspection comparisonPositioningAbsentdabrico.com, tulip.co, keyence.com
best machine vision softwarePositioningCitedcognex.com, zebra.com, automation.omron.com
machine vision software vendorsPositioningCitedaverroes.ai, zebra.com, cognex.com
machine vision software solutionsPositioningAbsentcognex.com, zebra.com, axiomtek.com
machine vision software softwarePositioningAbsentcognex.com, baslerweb.com, zebra.com
machine vision software platformPositioningCitedcognex.com, zebra.com, averroes.ai
top machine vision software providersPositioningCitedmarketsandmarkets.com, averroes.ai, cognex.com
machine vision software comparisonPositioningCitedcognex.com, gartner.com, ni.com
best defect detectionPositioningCitedcognex.com, averroes.ai, youtube.com
defect detection vendorsPositioningCitedmarketsandmarkets.com, cognex.com, snsinsider.com
defect detection solutionsPositioningAbsentdac.digital, tupl.com, emergentvisiontec.com
defect detection softwarePositioningCitedhexagon.com, cognex.com, averroes.ai
defect detection platformPositioningAbsenttupl.com, dwfritz.com, youtube.com
top defect detection providersPositioningCitedmarketsandmarkets.com, averroes.ai, cognex.com
defect detection comparisonPositioningAbsentceur-ws.org, mdpi.com, arxiv.org
best quality control softwarePositioningAbsentyoutube.com, qt9software.com, linkedin.com
quality control software vendorsPositioningAbsentsafetyculture.com, qt9software.com, assurx.com
quality control software solutionsPositioningAbsentabelsolutions.com, hexagon.com, qt9software.com
quality control software softwarePositioningAbsentgoaudits.com, hexagon.com, safetyculture.com
quality control software platformPositioningAbsentgartner.com, safetyculture.com, alphasoftware.com
top quality control software providersPositioningAbsentqt9software.com, youtube.com, safetyculture.com
quality control software comparisonPositioningAbsentalphasoftware.com, g2.com, youtube.com
best manufacturing inspection softwarePositioningAbsentgoaudits.com, wifitalents.com, myfieldaudits.com
manufacturing inspection software vendorsPositioningAbsent1factory.com, glideapps.com, qt9software.com
manufacturing inspection software solutionsPositioningAbsentflowdit.com, alphasoftware.com, fieldeagle.com
manufacturing inspection software softwarePositioningAbsentalphasoftware.com, ats-global.com, goaudits.com
manufacturing inspection software platformPositioningAbsentflowdit.com, alphasoftware.com, fieldeagle.com
top manufacturing inspection software providersPositioningAbsent1factory.com, g2.com, goaudits.com
manufacturing inspection software comparisonPositioningAbsentworldmetrics.org, qasseti.com, wifitalents.com
alternatives to Averroes AIComparisonCitedyoutube.com, averroes.ai, sourceforge.net
Averroes AI vs Landing AIComparisonCitedtfsfventures.com, youtube.com, overview.ai
Averroes AI vs CognexComparisonCitedkalkinemedia.com, overview.ai, averroes.ai
Averroes AI vs InstrumentalComparisonCitedaverroes.ai, slashdot.org, siliconsemiconductor.net
THREE FINDINGS THAT MATTER
01

The brand is missing from 55% of AI-answer queries

Averroes AI is cited in 17 of the 38 AI answers we triggered.

02

AI misreads the category

Averroes AI presents as automated visual inspection, machine vision software, defect detection, quality control software, manufacturing inspection software. AI Overviews cite it on Automated Visual Inspection, Machine Vision Software, Defect Detection and it is absent on Quality Control Software, Manufacturing Inspection Software.

TOP THREE MOVES
01

Win presence on Quality Control Software

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

Automated Visual Inspection

AI Visual Inspection Software | 99%+ Accuracy Get a Personalized Demo Open main menu Products Industries Resources Developers Partners Company Get a Personalized Demo AI Visual Inspection for Manufacturing Catch every defect. Zero escapes.averroes.ai, 2026

Differentiators it leads with: Automated Visual Inspection, Machine Vision Software, Defect Detection, Quality Control Software.

What Google's AI says

Recognized in AI answers for Automated Visual Inspection, Machine Vision Software, Defect Detection

Cited as a provider on Automated Visual Inspection, Machine Vision Software, Defect Detection queries.
Appears alongside youtube.com, safetyculture.com, alphasoftware.com.
The core gap
Averroes AI presents as automated visual inspection, machine vision software, defect detection, quality control software, manufacturing inspection software. AI Overviews cite it on Automated Visual Inspection, Machine Vision Software, Defect Detection and it is absent on Quality Control Software, Manufacturing Inspection Software.
Words AI uses for the brand
Automated Visual InspectionMachine Vision SoftwareDefect Detection
The brand's own pillars that AI omits
Quality Control SoftwareManufacturing Inspection SoftwareCited 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.com16Cited on 16 of the queries we tested.
safetyculture.com11Cited on 11 of the queries we tested.
alphasoftware.com10Cited on 10 of the queries we tested.
reddit.com8Cited on 8 of the queries we tested.
qt9software.com8Cited on 8 of the queries we tested.
goaudits.com7Cited on 7 of the queries we tested.
capterra.com6Cited on 6 of the queries we tested.
cognex.com5Cited on 5 of the queries we tested.
hexagon.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 Averroes AI 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 Averroes AI on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 16 of the tested queries.
safetyculture.comCited on 11 of the tested queries.
alphasoftware.comCited on 10 of the tested queries.
reddit.comCited on 8 of the tested queries.
qt9software.comCited on 8 of the tested queries.
goaudits.comCited on 7 of the tested queries.
capterra.comCited on 6 of the tested queries.
cognex.comCited on 5 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Averroes AI 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 Quality Control Software, Manufacturing Inspection 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.