GEO AUDIT  ·  BRAND-ONLY

Highlight.

A look at how Highlight 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.

Siteletshighlight.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedOctober 14, 2026  ·  by AUQ
AI Visibility Score
73
out of 100. Competitive band. Highlight is cited in 24 of 39 AI answers. It shows up on In-Home Product Testing, In-Home Usage Testing, Product Claims Testing. It is absent on Cpg Product Research, Sensory Testing.
Verified AI Overview citations
24
Highlight's brand is cited in 24 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
62%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Highlight scores 73 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Highlight is cited in 24 of 39 AI answers. It shows up on In-Home Product Testing, In-Home Usage Testing, Product Claims Testing. It is absent on Cpg Product Research, Sensory Testing.

AI answers fire on 100% of tracked queries, yet Highlight is quoted in only 62% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
73
Competitive band
BarelyLowCompetitiveDominant
What's in the score
  • Your pages being quoted 35%62 / 100
  • Inclusion in category answers 25%72 / 100
  • How AI describes the brand 20%100 / 100
  • Topic coverage breadth 20%67 / 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

In-Home Product Testing

In-Home Product Testing Platform | Highlight Highlight Platform Platform Platform overview New features Highlight AI Survey builder Insights suite Community panel Turnkey logistics Product use cases Explore Understand the intersection of opletshighlight.com, 2026

Differentiators it leads with: Highlighters, In-Home Product Testing, CPG Product Research, In-Home Usage Testing.

What Google's AI says

Recognized in AI answers for In-Home Product Testing, In-Home Usage Testing, Product Claims Testing

Cited as a provider on In-Home Product Testing, In-Home Usage Testing, Product Claims Testing queries.
Appears alongside youtube.com, userintuition.ai, tastewise.io.
The core gap
Highlight presents as in-home product testing, CPG product research, in-home usage testing, sensory testing, product claims testing. AI Overviews cite it on In-Home Product Testing, In-Home Usage Testing, Product Claims Testing and it is absent on Cpg Product Research, Sensory Testing.
Words AI uses for the brand
In-Home Product TestingIn-Home Usage TestingProduct Claims Testing
The brand's own pillars that AI omits
Cpg Product ResearchSensory TestingCited 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
In-Home Product TestingOwnedpositioning
In-Home Usage TestingOwnedpositioning
Product Claims TestingOwnedpositioning
HighlightOwnedcomparison
Cpg Product ResearchInvisiblepositioning
Sensory TestingInvisiblepositioning
Buyer-journey coverage

Problem Aware. Overview queries: Highlight appears on 4 of 6 themes.

Solution Aware. Owned on In-Home Product Testing, In-Home Usage Testing, Product Claims Testing; absent on Cpg Product Research, Sensory Testing.

Alternatives. 4 themes name the brand without citing it; 11 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
24
62% citation rate when AI answers.
Total brand mentions
28
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.

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 Highlight'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.

QueryHighlight in the AI answerTop sources cited
best in-home product testingCitedhometesterclub.com, facebook.com, maplemoney.com
in-home product testing vendorsCitedquirks.com, letshighlight.com, youtube.com
in-home product testing solutionsAbsenttalents.vaia.com, ziprecruiter.com, analysia.com
in-home product testing softwareCitedletshighlight.com, cleverx.com, betatesting.com
in-home product testing platformAbsenttestingtime.com, eneba.com, youtube.com
top in-home product testing providersCitedletshighlight.com, quirks.com, greenbook.org
in-home product testing comparisonCiteddecisionanalyst.com, greenbook.org, quirks.com
best cpg product researchAbsentklcommunications.com, userintuition.ai, ccrsurveys.com
cpg product research vendorsAbsentuserintuition.ai, blackridgeresearch.com, numerator.com
cpg product research solutionsCitedsimporter.com, netsuite.com, letshighlight.com
cpg product research softwareAbsentnetsuite.com, touchstoneresearch.com, userintuition.ai
cpg product research platformAbsenttastewise.io, peekage.com, suzy.com
top cpg product research providersNamed, not citedblackridgeresearch.com, kantar.com, kadence.com
cpg product research comparisonNamed, not citedgovisually.com, shopify.com, simporter.com
best in-home usage testingCitedletshighlight.com, cleverx.com, 23595215.fs1.hubspotusercontent-na1.net
in-home usage testing vendorsCitedgreenbook.org, letshighlight.com, youtube.com
in-home usage testing solutionsCitedgreenbook.org, quirks.com, letshighlight.com
in-home usage testing softwareCitedletshighlight.com, emi-rs.com, indeemo.com
in-home usage testing platformCitedletshighlight.com, rivaltech.com, betatesting.com
top in-home usage testing providersCitedquirks.com, youtube.com, letshighlight.com
in-home usage testing comparisonAbsentfuelcycle.com, wssintl.com, eolasinternational.com
best sensory testingCitedannualreviews.org, flavorsum.com, askattest.com
sensory testing vendorsCitedfivesenses.com, greenbook.org, foodsci.oregonstate.edu
sensory testing solutionsAbsentsciencedirect.com, nofima.com, foodresearchlab.com
sensory testing softwareAbsentcompusense.com, redjade.net, techsalerator.com
sensory testing platformAbsentbrainbox-neuro.com, sensorytesting.osu.edu, sensoplus.ch
top sensory testing providersAbsentgreenbook.org, techsalerator.com, tentamus.com
sensory testing comparisonCitedletshighlight.com, peekage.com, scribd.com
best product claims testingCitedletshighlight.com, limesurvey.org, behaviolabs.com
product claims testing vendorsCited360testlabs.com, ziprecruiter.com, sgs.com
product claims testing solutionsCitedcitruslabs.com, essextesting.com, qima.com
product claims testing softwareCitedconjointly.com, letshighlight.com, gartner.com
product claims testing platformCitedaskattest.com, gethorizon.net, citruslabs.com
top product claims testing providersCitedadslaboratories.com, greenbook.org, simporter.com
product claims testing comparisonCitedletshighlight.com, validatedcs.com, gethorizon.net
alternatives to HighlightNamed, not cited
Highlight vs CurionCitedcleverx.com, curioninsights.com, letshighlight.com
Highlight vs TremendousCitedhelp.app.letshighlight.com, letshighlight.com, tremendous.com
Highlight vs ZappiNamed, not citedprofessional-electrician.com, skywell-uk.com, teslamotorsclub.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 38% of AI-answer queries

Highlight is cited in 24 of the 39 AI answers we triggered.

02

AI misreads the category

Highlight presents as in-home product testing, CPG product research, in-home usage testing, sensory testing, product claims testing. AI Overviews cite it on In-Home Product Testing, In-Home Usage Testing, Product Claims Testing and it is absent on Cpg Product Research, Sensory Testing.

TOP THREE MOVES
01

Win presence on Cpg Product Research

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.com7Cited on 7 of the queries we tested.
userintuition.ai4Cited on 4 of the queries we tested.
tastewise.io4Cited on 4 of the queries we tested.
greenbook.org4Cited on 4 of the queries we tested.
facebook.com3Cited on 3 of the queries we tested.
numerator.com3Cited on 3 of the queries we tested.
hanoverresearch.com3Cited on 3 of the queries we tested.
revenuebase.ai3Cited on 3 of the queries we tested.
planbeyond.com3Cited on 3 of the queries we tested.
shopify.com3Cited on 3 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Highlight 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 Highlight on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 7 of the tested queries.
userintuition.aiCited on 4 of the tested queries.
tastewise.ioCited on 4 of the tested queries.
greenbook.orgCited on 4 of the tested queries.
facebook.comCited on 3 of the tested queries.
numerator.comCited on 3 of the tested queries.
hanoverresearch.comCited on 3 of the tested queries.
revenuebase.aiCited on 3 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Highlight 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 Cpg Product Research, Sensory Testing.
  • 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.