GEO AUDIT  ·  BRAND-ONLY

Collinear.

A look at how Collinear 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.

Sitecollinear.ai
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedJuly 1, 2026  ·  by AUQ
AI Visibility Score
12
out of 100. Absent band. Collinear is cited in 3 of 37 AI answers. It shows up on Collinear. It is absent on Ai Agent Simulation, Agent Evaluation, Ai Training Data.
Verified AI Overview citations
3
Collinear's brand is cited in 3 of the 37 AI-answer queries we tested.
AI answer trigger rate
95%
Google's AI answer box fires on 37 of 39 tracked queries.
Citation rate when AI answers
8%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Collinear scores 12 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Collinear is cited in 3 of 37 AI answers. It shows up on Collinear. It is absent on Ai Agent Simulation, Agent Evaluation, Ai Training Data.

AI answers fire on 95% of tracked queries, yet Collinear is quoted in only 8% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
12
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear95 / 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 quoted8 / 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
CollinearOwnedcomparison
Ai Agent SimulationInvisiblepositioning
Agent EvaluationInvisiblepositioning
Ai Training DataInvisiblepositioning
Reinforcement LearningInvisiblepositioning
Llm EvaluationInvisiblepositioning
Buyer-journey coverage

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

Solution Aware. Owned on Collinear; absent on Ai Agent Simulation, Agent Evaluation, Ai Training Data.

Alternatives. 1 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
39
Brand, category, and comparison queries analyzed.
AI answers fired
37
95% of tracked queries trigger an AI Overview.
Times brand cited
3
8% citation rate when AI answers.
Total brand mentions
4
Across all observed AI responses.
Case Studies

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Executed by AUQ for B2B SaaS teams with the same gaps this audit found.

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Get results like these for Collinear → 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 Collinear'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.

QueryTypeCollinear in the AI answerTop sources cited
best ai agent simulationPositioningAbsentgetmaxim.ai, hai.stanford.edu, aiopsschool.com
ai agent simulation vendorsPositioningAbsentgetmaxim.ai, channelinsider.com, youtube.com
ai agent simulation solutionsPositioningAbsenthai.stanford.edu, youtube.com, sierra.ai
ai agent simulation softwarePositioningAbsentlangwatch.ai, sierra.ai, youtube.com
ai agent simulation platformPositioningAbsentgetmaxim.ai, youtube.com, langwatch.ai
top ai agent simulation providersPositioningAbsentyoutube.com, getmaxim.ai, dev.to
ai agent simulation comparisonPositioningAbsentgetmaxim.ai, youtube.com, hai.stanford.edu
best agent evaluationPositioningAbsentyoutube.com, cameronrwolfe.substack.com, langfuse.com
agent evaluation vendorsPositioningAbsentgalileo.ai, mlflow.org, reddit.com
agent evaluation solutionsPositioningAbsentcloud.google.com, databricks.com, arize.com
agent evaluation softwarePositioningAbsentyoutube.com, galileo.ai, mlflow.org
agent evaluation platformPositioningNo AI answer
top agent evaluation providersPositioningAbsentmlflow.org, braintrust.dev, getmaxim.ai
agent evaluation comparisonPositioningAbsentyoutube.com, research.ibm.com, databricks.com
best ai training dataPositioningAbsentreddit.com, humansintheloop.org, sigma.ai
ai training data vendorsPositioningAbsentunidata.pro, appen.com, reddit.com
ai training data solutionsPositioningAbsentinvestors.cognizant.com, cognizant.com, lionbridge.com
ai training data softwarePositioningAbsentreddit.com, defined.ai, telusdigital.com
ai training data platformPositioningAbsentreddit.com, defined.ai, appen.com
top ai training data providersPositioningAbsentunidata.pro, appen.com, olostep.com
ai training data comparisonPositioningAbsentdevopsschool.com, aionx.co, youtube.com
best reinforcement learningPositioningAbsentreddit.com, machinelearningmastery.com, hud.ai
reinforcement learning vendorsPositioningAbsentinfrastartups.com, winder.ai, anyscale.com
reinforcement learning solutionsPositioningNo AI answer
reinforcement learning softwarePositioningAbsentmathworks.com, hud.ai, aws.amazon.com
reinforcement learning platformPositioningAbsentarxiv.org, research.facebook.com, hud.ai
top reinforcement learning providersPositioningAbsentreddit.com, techsalerator.com, ventureradar.com
reinforcement learning comparisonPositioningAbsenten.wikipedia.org, youtube.com, intuitionlabs.ai
best llm evaluationPositioningAbsentreddit.com, braintrust.dev, youtube.com
llm evaluation vendorsPositioningAbsentbraintrust.dev, getmaxim.ai, youtube.com
llm evaluation solutionsPositioningAbsentbraintrust.dev, reddit.com, evidentlyai.com
llm evaluation softwarePositioningAbsentbraintrust.dev, mlflow.org, arize.com
llm evaluation platformPositioningAbsentbraintrust.dev, mlflow.org, github.com
top llm evaluation providersPositioningAbsentreddit.com, braintrust.dev, dev.to
llm evaluation comparisonPositioningAbsentcloud.google.com, youtube.com, arize.com
alternatives to CollinearComparisonNamed, not citedg2.com, futureagi.com, math.stackexchange.com
Collinear vs LangSmithComparisonCitedmlflow.org, langchain.com, zenml.io
Collinear vs BraintrustComparisonCitedfutureagi.com, braintrust.dev, comet.com
Collinear vs Scale AIComparisonCitedtogether.ai, reddit.com, blog.collinear.ai
THREE FINDINGS THAT MATTER
01

The brand is missing from 92% of AI-answer queries

Collinear is cited in 3 of the 37 AI answers we triggered.

02

AI misreads the category

Collinear presents as AI agent simulation, agent evaluation, AI training data, reinforcement learning, LLM evaluation. AI Overviews cite it on Collinear and it is absent on Ai Agent Simulation, Agent Evaluation, Ai Training Data.

TOP THREE MOVES
01

Win presence on Ai Agent Simulation

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

AI Agent Simulation

AI Simulation Lab for Training Data & RL | Collinear Use Case SimLab for Agent Hillclimbing SimLab for Evaluation SimLab for User Research Research Customers Partners Company About us Blogs Documentation Careers Book a Demo The Simulaticollinear.ai, 2026

Differentiators it leads with: SimLab, AI Agent Simulation, Agent Evaluation, AI Training Data.

What Google's AI says

Recognized in AI answers for Collinear

Cited as a provider on Collinear queries.
Appears alongside youtube.com, reddit.com, medium.com.
The core gap
Collinear presents as AI agent simulation, agent evaluation, AI training data, reinforcement learning, LLM evaluation. AI Overviews cite it on Collinear and it is absent on Ai Agent Simulation, Agent Evaluation, Ai Training Data.
Words AI uses for the brand
Collinear
The brand's own pillars that AI omits
Ai Agent SimulationAgent EvaluationAi Training DataCited 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.com27Cited on 27 of the queries we tested.
reddit.com21Cited on 21 of the queries we tested.
medium.com17Cited on 17 of the queries we tested.
getmaxim.ai15Cited on 15 of the queries we tested.
braintrust.dev12Cited on 12 of the queries we tested.
galileo.ai10Cited on 10 of the queries we tested.
langchain.com9Cited on 9 of the queries we tested.
mlflow.org9Cited on 9 of the queries we tested.
arize.com8Cited on 8 of the queries we tested.
aws.amazon.com7Cited on 7 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Collinear 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 Collinear on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 27 of the tested queries.
reddit.comCited on 21 of the tested queries.
medium.comCited on 17 of the tested queries.
getmaxim.aiCited on 15 of the tested queries.
braintrust.devCited on 12 of the tested queries.
galileo.aiCited on 10 of the tested queries.
langchain.comCited on 9 of the tested queries.
mlflow.orgCited on 9 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Collinear 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 Ai Agent Simulation, Agent Evaluation, Ai Training Data.
  • 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.