GEO AUDIT  ·  BRAND-ONLY

ModelCat.

A look at how ModelCat 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.

Sitemodelcat.ai
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedJuly 1, 2026  ·  by AUQ
AI Visibility Score
13
out of 100. Absent band. ModelCat is cited in 4 of 36 AI answers. It shows up on Modelcat. It is absent on Edge Ai, Automl, On-Device Inference.
Verified AI Overview citations
4
ModelCat's brand is cited in 4 of the 36 AI-answer queries we tested.
AI answer trigger rate
92%
Google's AI answer box fires on 36 of 39 tracked queries.
Citation rate when AI answers
11%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

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

ModelCat is cited in 4 of 36 AI answers. It shows up on Modelcat. It is absent on Edge Ai, Automl, On-Device Inference.

AI answers fire on 92% of tracked queries, yet ModelCat is quoted in only 11% 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
  • How often AI answers appear92 / 100
  • Inclusion in category answers11 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand17 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted11 / 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
ModelcatOwnedcomparison
Edge AiInvisiblepositioning
AutomlInvisiblepositioning
On-Device InferenceInvisiblepositioning
Embedded Machine LearningInvisiblepositioning
Neural Network OptimizationInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: ModelCat appears on 1 of 6 themes.

Solution Aware. Owned on Modelcat; absent on Edge Ai, Automl, On-Device Inference.

Alternatives. 0 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
36
92% of tracked queries trigger an AI Overview.
Times brand cited
4
11% 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 ModelCat → 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 ModelCat'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.

QueryTypeModelCat in the AI answerTop sources cited
best edge aiPositioningNo AI answer
edge ai vendorsPositioningAbsentstlpartners.com, reddit.com, omdena.com
edge ai solutionsPositioningNo AI answer
edge ai softwarePositioningAbsentreddit.com, youtube.com, edgeimpulse.com
edge ai platformPositioningAbsentedgeimpulse.com, nvidia.com, developers.google.com
top edge ai providersPositioningAbsentreddit.com, gartner.com, lembergsolutions.com
edge ai comparisonPositioningAbsentibm.com, youtube.com, nutanix.com
best automlPositioningAbsentopenml.github.io, github.com, rapidcanvas.ai
automl vendorsPositioningAbsentmilvus.io, machinelearningauthority.com, databricks.com
automl solutionsPositioningAbsentreddit.com, medium.com, azure.microsoft.com
automl softwarePositioningAbsentdatabricks.com, azure.microsoft.com, techtarget.com
automl platformPositioningAbsentautoml.org, h2o.ai, databricks.com
top automl providersPositioningAbsentmljar.com, culytics.com, github.com
automl comparisonPositioningNo AI answer
best on-device inferencePositioningAbsentcactuscompute.com, aiopsschool.com, silextechnology.com
on-device inference vendorsPositioningAbsentsilextechnology.com, youtube.com, iterate.ai
on-device inference solutionsPositioningAbsentedge-ai-vision.com, mdpi.com, machinelearning.apple.com
on-device inference softwarePositioningAbsentieeexplore.ieee.org, qualcomm.com, youtube.com
on-device inference platformPositioningAbsentmachinelearning.apple.com, github.com, edge-ai-vision.com
top on-device inference providersPositioningAbsentmedium.com, youtube.com, developers.google.com
on-device inference comparisonPositioningAbsentarxiv.org, aiopsschool.com, devopsschool.com
best embedded machine learningPositioningAbsentyoutube.com, dfrobot.com, zerotomastery.io
embedded machine learning vendorsPositioningAbsentmicrochip.com, edgeimpulse.com, youtube.com
embedded machine learning solutionsPositioningAbsentmicrochip.com, ece.utdallas.edu, mathworks.com
embedded machine learning softwarePositioningAbsentreddit.com, docs.edgeimpulse.com, youtube.com
embedded machine learning platformPositioningAbsentwevolver.com, arm.com, microchip.com
top embedded machine learning providersPositioningAbsentcoursera.org, ventureradar.com, zerotomastery.io
embedded machine learning comparisonPositioningAbsentreddit.com, youtube.com, community.element14.com
best neural network optimizationPositioningAbsentyoutube.com, dailydoseofds.com, liquidpie.medium.com
neural network optimization vendorsPositioningAbsentaiminify.com, youtube.com, intel.com
neural network optimization solutionsPositioningAbsentreddit.com, doubletapp.medium.com, nature.com
neural network optimization softwarePositioningAbsentdoubletapp.medium.com, tensorflow.org, youtube.com
neural network optimization platformPositioningAbsentembeddedvisionsystems.com, zfort.com, jobs.lever.co
top neural network optimization providersPositioningAbsenttechcrunch.com, peterson.ventureradar.com, youtube.com
neural network optimization comparisonPositioningAbsentdiva-portal.org, revistas.usal.es, mdpi.com
alternatives to ModelCatComparisonCitedmodelcat.ai, youtube.com, crunchbase.com
ModelCat vs Edge ImpulseComparisonCitededgeimpulse.com, docs.edgeimpulse.com, dfrobot.com
ModelCat vs Latent AIComparisonCitedlatentai.com, linkedin.com, youtube.com
ModelCat vs DeciComparisonCitedmodelcat.ai, prnewswire.com, linkedin.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 89% of AI-answer queries

ModelCat is cited in 4 of the 36 AI answers we triggered.

02

AI misreads the category

ModelCat presents as edge AI, AutoML, on-device inference, embedded machine learning, neural network optimization. AI Overviews cite it on Modelcat and it is absent on Edge Ai, Automl, On-Device Inference.

TOP THREE MOVES
01

Win presence on Edge Ai

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

Edge AI

ModelCat AI About Careers Blog Contact Us Sign In AI That Builds AI Let ModelCat build you an optimized, ready-to-run model for your embedded, edge and IoT devices Model Architecture, Training, Optimization, and Validation , in a single stemodelcat.ai, 2026

Differentiators it leads with: EIQ Model Creator, Edge AI, AutoML, On-Device Inference.

What Google's AI says

Recognized in AI answers for Modelcat

Cited as a provider on Modelcat queries.
Appears alongside youtube.com, reddit.com, medium.com.
The core gap
ModelCat presents as edge AI, AutoML, on-device inference, embedded machine learning, neural network optimization. AI Overviews cite it on Modelcat and it is absent on Edge Ai, Automl, On-Device Inference.
Words AI uses for the brand
Modelcat
The brand's own pillars that AI omits
Edge AiAutomlOn-Device InferenceCited 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.com29Cited on 29 of the queries we tested.
reddit.com17Cited on 17 of the queries we tested.
medium.com16Cited on 16 of the queries we tested.
github.com14Cited on 14 of the queries we tested.
mdpi.com10Cited on 10 of the queries we tested.
sciencedirect.com10Cited on 10 of the queries we tested.
linkedin.com9Cited on 9 of the queries we tested.
developer.nvidia.com9Cited on 9 of the queries we tested.
edgeimpulse.com8Cited on 8 of the queries we tested.
milvus.io8Cited on 8 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations ModelCat 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 ModelCat on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 29 of the tested queries.
reddit.comCited on 17 of the tested queries.
medium.comCited on 16 of the tested queries.
github.comCited on 14 of the tested queries.
mdpi.comCited on 10 of the tested queries.
sciencedirect.comCited on 10 of the tested queries.
linkedin.comCited on 9 of the tested queries.
developer.nvidia.comCited on 9 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries ModelCat 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 Edge Ai, Automl, On-Device Inference.
  • 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.