GEO AUDIT  ·  BRAND-ONLY

Litebox.

A look at how Litebox 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.

Sitelitebox.ai
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedAugust 18, 2026  ·  by AUQ
AI Visibility Score
11
out of 100. Absent band. Litebox is cited in 2 of 38 AI answers. It shows up on Litebox. It is absent on Developer Marketing Agency, B2b Brand Design, Marketing Website Design.
Verified AI Overview citations
2
Litebox's brand is cited in 2 of the 38 AI-answer queries we tested.
AI answer trigger rate
97%
Google's AI answer box fires on 38 of 39 tracked queries.
Citation rate when AI answers
5%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Litebox scores 11 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Litebox is cited in 2 of 38 AI answers. It shows up on Litebox. It is absent on Developer Marketing Agency, B2b Brand Design, Marketing Website Design.

AI answers fire on 97% of tracked queries, yet Litebox is quoted in only 5% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
11
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear97 / 100
  • Inclusion in category answers8 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand17 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted5 / 100
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Developer Marketing Agency

GTM Agency for DevTools | Branding, Marketing Sites & Growth Services Work About Us Talk to the team Menu Thinking Thinking Your browser does not support the video tag. GTM Agency for DevTools Branding, Marketing Sites & Growth Litelitebox.ai, 2026

Differentiators it leads with: Developer Marketing Agency, B2B Brand Design, Marketing Website Design, Go To Market Strategy For Startups.

What Google's AI says

Recognized in AI answers for Litebox

Cited as a provider on Litebox queries.
Appears alongside youtube.com, reddit.com, stackmatix.com.
The core gap
Litebox presents as developer marketing agency, B2B brand design, marketing website design, go to market strategy for startups, developer relations. AI Overviews cite it on Litebox and it is absent on Developer Marketing Agency, B2b Brand Design, Marketing Website Design.
Words AI uses for the brand
Litebox
The brand's own pillars that AI omits
Developer Marketing AgencyB2b Brand DesignMarketing Website DesignCited 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
LiteboxOwnedcomparison
Developer Marketing AgencyInvisiblepositioning
B2b Brand DesignInvisiblepositioning
Marketing Website DesignInvisiblepositioning
Go To Market Strategy For StartupsInvisiblepositioning
Developer RelationsInvisiblepositioning
Buyer-journey coverage

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

Solution Aware. Owned on Litebox; absent on Developer Marketing Agency, B2b Brand Design, Marketing Website Design.

Alternatives. 1 themes name the brand without citing it; 35 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
38
97% of tracked queries trigger an AI Overview.
Times brand cited
2
5% citation rate when AI answers.
Total brand mentions
3
Across all observed AI responses.
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 Litebox'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.

QueryTypeLitebox in the AI answerTop sources cited
best developer marketing agencyPositioningAbsentreddit.com, medium.com, hackmamba.io
developer marketing agency vendorsPositioningAbsentreddit.com, catchyagency.com, infrasity.com
developer marketing agency solutionsPositioningAbsentopenstrategypartners.com, solutions.technologyadvice.com, infrasity.com
developer marketing agency softwarePositioningAbsentreddit.com, wrike.com, infrasity.com
developer marketing agency platformPositioningAbsentreddit.com, infrasity.com, business.daily.dev
top developer marketing agency providersPositioningAbsentreddit.com, infrasity.com, hackmamba.io
developer marketing agency comparisonPositioningAbsentreddit.com, columnfivemedia.com, hackmamba.io
best b2b brand designPositioningAbsentreddit.com, behance.net, bopdesign.com
b2b brand design vendorsPositioningAbsentbopdesign.com, metabrand.digital, everything.design
b2b brand design solutionsPositioningAbsentbopdesign.com, metabrand.digital, keyideasinfotech.com
b2b brand design softwarePositioningAbsentjustbydesign.com, reddit.com, upstrategylab.com
b2b brand design platformPositioningAbsentupstrategylab.com, together.agency, phenomenonstudio.com
top b2b brand design providersPositioningAbsentphenomenonstudio.com, blazonagency.com, designrush.com
b2b brand design comparisonPositioningAbsentlinkedin.com, designmantic.com, visualfizz.com
best marketing website designPositioningAbsentyoutube.com, teamwork.com, awwwards.com
marketing website design vendorsPositioningAbsentclutch.co, designrush.com, forbes.com
marketing website design solutionsPositioningAbsentmarkupus.com, jsl.marketing, youtube.com
marketing website design softwarePositioningAbsentfigma.com, pcmag.com, cpoclub.com
marketing website design platformPositioningAbsentwebflow.com, squarespace.com, godaddy.com
top marketing website design providersPositioningAbsentclutch.co, designrush.com, 50pros.com
marketing website design comparisonPositioningAbsentyoutube.com, launchthedamnthing.com, websiteplanet.com
best go to market strategy for startupsPositioningAbsentantler.co, arisegtm.com, stackmatix.com
go to market strategy for startups vendorsPositioningAbsentantler.co, reddit.com, stripe.com
go to market strategy for startups solutionsPositioningAbsentstripe.com, online.hbs.edu, arisegtm.com
go to market strategy for startups softwarePositioningAbsentyoutube.com, online.hbs.edu, antler.co
go to market strategy for startups platformPositioningAbsentstripe.com, youtube.com, salesforce.com
top go to market strategy for startups providersPositioningAbsentreddit.com, antler.co, stripe.com
go to market strategy for startups comparisonPositioningAbsentstripe.com, goelastic.com, antler.co
best developer relationsPositioningAbsentmedium.com, dev.to, moesif.com
developer relations vendorsPositioningAbsentmoesif.com, devreljobs.com, github.com
developer relations solutionsPositioningAbsentdev.to, developerrelations.com, youtube.com
developer relations softwarePositioningAbsentmedium.com, moesif.com, github.com
developer relations platformPositioningAbsentmedium.com, youtube.com, moesif.com
top developer relations providersPositioningAbsentblogs.newardassociates.com, infrasity.com, reddit.com
developer relations comparisonPositioningAbsentmedium.com, circuit.ooo, dev.to
alternatives to LiteboxComparisonNamed, not citedfacebook.com, candlepowerforums.com, g2.com
Litebox vs Focus LabComparisonNo AI answer
Litebox vs UenoComparisonCitedfacebook.com, litebox.ai, litebox3.vercel.app
Litebox vs Draft.devComparisonCiteddraft.dev, linkedin.com, litebox.ai
THREE FINDINGS THAT MATTER
01

The brand is missing from 95% of AI-answer queries

Litebox is cited in 2 of the 38 AI answers we triggered.

02

AI misreads the category

Litebox presents as developer marketing agency, B2B brand design, marketing website design, go to market strategy for startups, developer relations. AI Overviews cite it on Litebox and it is absent on Developer Marketing Agency, B2b Brand Design, Marketing Website Design.

TOP THREE MOVES
01

Win presence on Developer Marketing Agency

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.com13Cited on 13 of the queries we tested.
stackmatix.com11Cited on 11 of the queries we tested.
infrasity.com9Cited on 9 of the queries we tested.
hackmamba.io8Cited on 8 of the queries we tested.
linkedin.com8Cited on 8 of the queries we tested.
arisegtm.com7Cited on 7 of the queries we tested.
stripe.com7Cited on 7 of the queries we tested.
100signals.com6Cited on 6 of the queries we tested.
moesif.com6Cited on 6 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Litebox 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 Litebox 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 13 of the tested queries.
stackmatix.comCited on 11 of the tested queries.
infrasity.comCited on 9 of the tested queries.
hackmamba.ioCited on 8 of the tested queries.
linkedin.comCited on 8 of the tested queries.
arisegtm.comCited on 7 of the tested queries.
stripe.comCited on 7 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Litebox 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 Developer Marketing Agency, B2b Brand Design, Marketing Website Design.
  • 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.