GEO AUDIT · BRAND-ONLY

HumanSignal.

A look at how HumanSignal 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.

Sitehumansignal.com

Where we lookedGoogle AI Overviews, US

Questions tested39 brand, category, and competitor queries

PreparedOctober 7, 2026 · by AUQ

AI Visibility Score

out of 100. Low band. HumanSignal is cited in 4 of 39 AI answers. It shows up on Humansignal. It is absent on Llm Evaluation, Ai Training Data, Generative Ai Evaluation.

Verified AI Overview citations

HumanSignal's brand is cited in 4 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

10%

Share of AI-answer queries where the brand is actually quoted.

EXECUTIVE SUMMARY

HumanSignal scores 29 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

HumanSignal is cited in 4 of 39 AI answers. It shows up on Humansignal. It is absent on Llm Evaluation, Ai Training Data, Generative Ai Evaluation.

AI answers fire on 100% of tracked queries, yet HumanSignal is quoted in only 10% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score

Low band

BarelyLowCompetitiveDominant

What's in the score

Your pages being quoted 35%10 / 100
Inclusion in category answers 25%33 / 100
How AI describes the brand 20%67 / 100
Topic coverage breadth 20%17 / 100

IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Data Labeling

Scale Human Judgment. Build Better AI. | HumanSignal Vibe Code Any Interface with the Backend Power of Label Studio Enterprise → Services Specialties Physical AI & Robotics Video, audio & sensor capture Creative, Design, & UI Huhumansignal.com, 2026

Differentiators it leads with: Label Studio, Data Labeling, LLM Evaluation, Image Annotation.

What Google's AI says

Recognized in AI answers for Humansignal

Cited as a provider on Humansignal queries.

Appears alongside youtube.com, reddit.com, scale.com.

The core gap

HumanSignal presents as data labeling, LLM evaluation, image annotation, AI training data, generative AI evaluation. AI Overviews cite it on Humansignal and it is absent on Llm Evaluation, Ai Training Data, Generative Ai Evaluation.

Words AI uses for the brand

Humansignal

The brand's own pillars that AI omits

Llm EvaluationAi Training DataGenerative Ai EvaluationCited 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 →

Topic	Presence in AI answers	Buyer intent
Humansignal	Owned	comparison
Data Labeling	Partial	positioning
Image Annotation	Partial	positioning
Llm Evaluation	Invisible	positioning
Ai Training Data	Invisible	positioning
Generative Ai Evaluation	Invisible	positioning

Buyer-journey coverage

Problem Aware. Overview queries: HumanSignal appears on 1 of 6 themes.

Solution Aware. Owned on Humansignal; absent on Llm Evaluation, Ai Training Data, Generative Ai Evaluation.

Alternatives. 9 themes name the brand without citing it; 26 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

Brand, category, and comparison queries analyzed.

AI answers fired

100% of tracked queries trigger an AI Overview.

Times brand cited

10% citation rate when AI answers.

Total brand mentions

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 HumanSignal → 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 HumanSignal'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.

Query	HumanSignal in the AI answer	Top sources cited
best data labeling	Absent	roboflow.com, alation.com, averroes.ai
data labeling vendors	Absent	telusdigital.com, dataentryoutsourced.com, aws.amazon.com
data labeling solutions	Named, not cited	mikikobazeley.substack.com, uber.com, reddit.com
data labeling software	Named, not cited	labelstud.io, g2.com, alation.com
data labeling platform	Named, not cited	labelstud.io, roboflow.com, alation.com
top data labeling providers	Absent	herohunt.ai, digi-texx.com, quora.com
data labeling comparison	Named, not cited	studio.appliedai.club, mindkosh.com, mycustomai.io
best llm evaluation	Absent	confident-ai.com, reddit.com, news.ycombinator.com
llm evaluation vendors	Absent	reddit.com, linkedin.com, langchain.com
llm evaluation solutions	Absent	evidentlyai.com, mlflow.org, brainforge.ai
llm evaluation software	Absent	reddit.com, galileo.ai, vellum.ai
llm evaluation platform	Absent	youtube.com, arize.com, reddit.com
top llm evaluation providers	Absent	confident-ai.com, scrolltest.com, trysight.ai
llm evaluation comparison	Absent	openreview.net, confident-ai.com, arxiv.org
best image annotation	Named, not cited	reddit.com, humansintheloop.org, theodo.com
image annotation vendors	Absent	cogitotech.com, anolytics.ai, oworkers.com
image annotation solutions	Absent	outsource2india.com, humansintheloop.org, reddit.com
image annotation software	Named, not cited	humansintheloop.org, youtube.com, robots.ox.ac.uk
image annotation platform	Absent	reddit.com, mindrift.ai, macgence.com
top image annotation providers	Named, not cited	basic.ai, goodfirms.co, labelyourdata.com
image annotation comparison	Named, not cited	kapernikov.com, youtube.com, roboflow.com
best ai training data	Absent	neowork.com, humanfirst.ai, cognegicanetworks.com
ai training data vendors	Absent	appen.com, olostep.com, rws.com
ai training data solutions	Absent	appen.com, lionbridge.com, telusdigital.com
ai training data software	Absent	reddit.com, ibm.com, tonic.ai
ai training data platform	Absent	cloudian.com, withprotege.ai, linkedin.com
top ai training data providers	Absent	herohunt.ai, reddit.com, alignlist.com
ai training data comparison	Absent	youtube.com, amicited.com, cleverx.com
best generative ai evaluation	Absent	docs.cloud.google.com, cloud.google.com, clarivate.com
generative ai evaluation vendors	Absent	gartner.com, getmaxim.ai, atlas.verdantix.com
generative ai evaluation solutions	Absent	docs.cloud.google.com, youtube.com, galileo.ai
generative ai evaluation software	Absent	docs.cloud.google.com, linkedin.com, galileo.ai
generative ai evaluation platform	Absent	docs.cloud.google.com, reddit.com, linkedin.com
top generative ai evaluation providers	Absent	ngc-mena.com, ventureradar.com, f6s.com
generative ai evaluation comparison	Named, not cited	cloud.google.com, artificialanalysis.ai, labelstud.io
alternatives to HumanSignal	Cited	roboflow.com, reddit.com, alation.com
HumanSignal vs Labelbox	Cited	labelbox.com, humansignal.com, troveo.ai
HumanSignal vs Scale AI	Cited	reddit.com, scale.com, humansignal.com
HumanSignal vs SuperAnnotate	Cited	humansignal.com, doc.superannotate.com, superannotate.com

THREE FINDINGS THAT MATTER

The brand is missing from 90% of AI-answer queries

HumanSignal is cited in 4 of the 39 AI answers we triggered.

AI misreads the category

TOP THREE MOVES

Win presence on Llm Evaluation

Impact high · effort medium · 30 to 60 days

Convert named-not-cited queries into citations

Impact medium · effort low · 0 to 30 days

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 cites	Pages	Context
youtube.com	24	Cited on 24 of the queries we tested.
reddit.com	22	Cited on 22 of the queries we tested.
scale.com	10	Cited on 10 of the queries we tested.
linkedin.com	10	Cited on 10 of the queries we tested.
medium.com	9	Cited on 9 of the queries we tested.
appen.com	7	Cited on 7 of the queries we tested.
labelstud.io	7	Cited on 7 of the queries we tested.
labelbox.com	7	Cited on 7 of the queries we tested.
roboflow.com	6	Cited on 6 of the queries we tested.
superannotate.com	6	Cited on 6 of the queries we tested.

Reading

Independent listicles, communities, and rival explainers win the citations HumanSignal 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 HumanSignal on the queries where it is absent. Observed, not chosen.

Peer	How AI frames it
youtube.com	Cited on 24 of the tested queries.
reddit.com	Cited on 22 of the tested queries.
scale.com	Cited on 10 of the tested queries.
linkedin.com	Cited on 10 of the tested queries.
medium.com	Cited on 9 of the tested queries.
appen.com	Cited on 7 of the tested queries.
labelstud.io	Cited on 7 of the tested queries.
labelbox.com	Cited on 7 of the tested queries.

Key observation

youtube.com is the most-cited source across the queries HumanSignal is missing.

HumanSignal.

HumanSignal scores 29 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

We don't hand you a report and walk away. We execute it.

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

Data Labeling

Recognized in AI answers for Humansignal

The topics that matter to the brand, and where it shows up in AI answers today.

Where the brand shows up in Google's AI, and the high-value queries it is missing.

This playbook has already worked. Here's the proof.

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

The brand is missing from 90% of AI-answer queries

AI misreads the category

Win presence on Llm Evaluation

Convert named-not-cited queries into citations

Earn placement in the third-party listicles AI cites

The sources Google's AI cites in this category, and what it tells you about earning citations.

The competitive set drawn by Google's AI itself. Observed, not chosen.

Three sprints from first wins to compounding category presence.