GEO AUDIT  ·  BRAND-ONLY

Ultralytics.

A look at how Ultralytics 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.

Siteultralytics.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedSeptember 28, 2026  ·  by AUQ
AI Visibility Score
52
out of 100. Competitive band. Ultralytics is cited in 13 of 39 AI answers. It shows up on Object Detection, Computer Vision Model Deployment, Ultralytics. It is absent on Computer Vision, Image Annotation, Vision Ai Model Training.
Verified AI Overview citations
13
Ultralytics's brand is cited in 13 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
33%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Ultralytics scores 52 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Ultralytics is cited in 13 of 39 AI answers. It shows up on Object Detection, Computer Vision Model Deployment, Ultralytics. It is absent on Computer Vision, Image Annotation, Vision Ai Model Training.

AI answers fire on 100% of tracked queries, yet Ultralytics is quoted in only 33% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
52
Competitive band
BarelyLowCompetitiveDominant
What's in the score
  • Your pages being quoted 35%33 / 100
  • Inclusion in category answers 25%54 / 100
  • How AI describes the brand 20%83 / 100
  • Topic coverage breadth 20%50 / 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

Computer Vision

Ultralytics | Revolutionizing the World of Computer Vision Ultralytics YOLO27: Coming soon. Join the waitlist. Products Solutions Resources Company Pricing Licensing Menu Select language GitHub repository GitHub Switch apps Get in touch Theultralytics.com, 2026

Differentiators it leads with: YOLO11, YOLO26, YOLOv8, Computer Vision.

What Google's AI says

Recognized in AI answers for Object Detection, Computer Vision Model Deployment, Ultralytics

Cited as a provider on Object Detection, Computer Vision Model Deployment, Ultralytics queries.
Appears alongside youtube.com, reddit.com, lightly.ai.
The core gap
Ultralytics presents as computer vision, object detection, image annotation, vision AI model training, computer vision model deployment. AI Overviews cite it on Object Detection, Computer Vision Model Deployment, Ultralytics and it is absent on Computer Vision, Image Annotation, Vision Ai Model Training.
Words AI uses for the brand
Object DetectionComputer Vision Model DeploymentUltralytics
The brand's own pillars that AI omits
Computer VisionImage AnnotationVision Ai Model TrainingCited 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
Object DetectionOwnedpositioning
Computer Vision Model DeploymentOwnedpositioning
UltralyticsOwnedcomparison
Computer VisionInvisiblepositioning
Image AnnotationInvisiblepositioning
Vision Ai Model TrainingInvisiblepositioning
Buyer-journey coverage

Problem Aware. Overview queries: Ultralytics appears on 3 of 6 themes.

Solution Aware. Owned on Object Detection, Computer Vision Model Deployment, Ultralytics; absent on Computer Vision, Image Annotation, Vision Ai Model Training.

Alternatives. 8 themes name the brand without citing it; 18 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
13
33% citation rate when AI answers.
Total brand mentions
21
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 Ultralytics → 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 Ultralytics'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.

QueryUltralytics in the AI answerTop sources cited
best computer visionNamed, not citedcomputing.mit.edu, roboticsbiz.com, reddit.com
computer vision vendorsAbsentbuiltin.com, builtinnyc.com, versich.com
computer vision solutionsAbsentyoutube.com, data-science.demcon.com, hagnos.tech
computer vision softwareAbsentcomputervisionsoftware.com, opencv.org, cloud.google.com
computer vision platformCitedreddit.com, roboflow.com, cdrdv2-public.intel.com
top computer vision providersAbsentbuiltinnyc.com, versich.com, overview.ai
computer vision comparisonCitedmedium.com, tiliter.com, youtube.com
best object detectionCitedreddit.com, blog.jetbrains.com, ultralytics.com
object detection vendorsCitedultralytics.com, community.uipath.com, docs.ultralytics.com
object detection solutionsAbsentyoutube.com, ieeexplore.ieee.org, sick.com
object detection softwareCitedreddit.com, developers.google.com, docs.ultralytics.com
object detection platformCitedyoutube.com, reddit.com, facebook.com
top object detection providersNamed, not citeddocs.ultralytics.com, sigmoidal.ai, medium.com
object detection comparisonNamed, not citeddocs.ultralytics.com, irjaeh.com, researchgate.net
best image annotationAbsentyoutube.com, humansintheloop.org, reddit.com
image annotation vendorsAbsentdamcogroup.com, goodfirms.co, anolytics.ai
image annotation solutionsAbsentgoodfirms.co, macgence.com, bugsmash.io
image annotation softwareAbsenthumansintheloop.org, youtube.com, robots.ox.ac.uk
image annotation platformAbsentbasic.ai, youtube.com, mindrift.ai
top image annotation providersAbsentvoxel51.com, goodfirms.co, precisebposolution.com
image annotation comparisonAbsentreddit.com, youtube.com, lightly.ai
best vision ai model trainingAbsentcloud.google.com, youtube.com, reddit.com
vision ai model training vendorsAbsentoverview.ai, therobotreport.com, appen.com
vision ai model training solutionsAbsentreddit.com, softserveinc.com, ifactoryapp.com
vision ai model training softwareNamed, not citedyoutube.com, landing.ai, lightly.ai
vision ai model training platformCitedlearn.microsoft.com, reddit.com, youtube.com
top vision ai model training providersAbsentcheckthat.ai, instagram.com, playground.roboflow.com
vision ai model training comparisonAbsentnobleprog-om.com, reddit.com, linkedin.com
best computer vision model deploymentCitedblog.roboflow.com, reddit.com, youtube.com
computer vision model deployment vendorsCitedyoutube.com, ultralytics.com, versich.com
computer vision model deployment solutionsCitedyoutube.com, siliconflow.com, ultralytics.com
computer vision model deployment softwareCitedyoutube.com, roboflow.com, landing.ai
computer vision model deployment platformAbsentreddit.com, youtube.com, beam.cloud
top computer vision model deployment providersNamed, not citedyoutube.com, raftlabs.com, siliconflow.com
computer vision model deployment comparisonNamed, not citedreddit.com, arxiv.org, athenasol.ai
alternatives to UltralyticsNamed, not citedsourceforge.net, genio.mediatek.com, reddit.com
Ultralytics vs RoboflowCitedreddit.com, linkedin.com, youtube.com
Ultralytics vs Landing AICitedlinkedin.com, slashdot.org, youtube.com
Ultralytics vs V7Named, not citeddocs.ultralytics.com, arxiv.org, sourceforge.net
THREE FINDINGS THAT MATTER
01

The brand is missing from 67% of AI-answer queries

Ultralytics is cited in 13 of the 39 AI answers we triggered.

02

AI misreads the category

Ultralytics presents as computer vision, object detection, image annotation, vision AI model training, computer vision model deployment. AI Overviews cite it on Object Detection, Computer Vision Model Deployment, Ultralytics and it is absent on Computer Vision, Image Annotation, Vision Ai Model Training.

TOP THREE MOVES
01

Win presence on Computer Vision

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.com22Cited on 22 of the queries we tested.
reddit.com14Cited on 14 of the queries we tested.
lightly.ai6Cited on 6 of the queries we tested.
roboflow.com6Cited on 6 of the queries we tested.
linkedin.com4Cited on 4 of the queries we tested.
aws.amazon.com4Cited on 4 of the queries we tested.
cloud.google.com4Cited on 4 of the queries we tested.
labelstud.io4Cited on 4 of the queries we tested.
basic.ai4Cited on 4 of the queries we tested.
superannotate.com4Cited on 4 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Ultralytics 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 Ultralytics on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 22 of the tested queries.
reddit.comCited on 14 of the tested queries.
lightly.aiCited on 6 of the tested queries.
roboflow.comCited on 6 of the tested queries.
linkedin.comCited on 4 of the tested queries.
aws.amazon.comCited on 4 of the tested queries.
cloud.google.comCited on 4 of the tested queries.
labelstud.ioCited on 4 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Ultralytics 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 Computer Vision, Image Annotation, Vision Ai Model Training.
  • 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.