GEO AUDIT  ·  BRAND-ONLY

Alpha3D.

A look at how Alpha3D 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.

Sitealpha3d.io
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedJuly 20, 2026  ·  by AUQ
AI Visibility Score
23
out of 100. Absent band. Alpha3D is cited in 6 of 37 AI answers. It shows up on Alpha3d. It is absent on Ai 3d Generation, 3d Modeling, 3d Asset Creation.
Verified AI Overview citations
6
Alpha3D's brand is cited in 6 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
16%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Alpha3D scores 23 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Alpha3D is cited in 6 of 37 AI answers. It shows up on Alpha3d. It is absent on Ai 3d Generation, 3d Modeling, 3d Asset Creation.

AI answers fire on 95% of tracked queries, yet Alpha3D is quoted in only 16% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
23
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear95 / 100
  • Inclusion in category answers16 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand50 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted16 / 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

AI 3D Generation

Alpha3D - The full AI 3D pipeline, in one placealpha3d.io, 2026

Differentiators it leads with: AI 3D Generation, 3D Modeling, 3D Asset Creation, Generative 3D.

What Google's AI says

Recognized in AI answers for Alpha3d

Cited as a provider on Alpha3d queries.
Appears alongside youtube.com, meshy.ai, sloyd.ai.
The core gap
Alpha3D presents as AI 3D generation, 3D modeling, 3D asset creation, generative 3D, text to 3D. AI Overviews cite it on Alpha3d and it is absent on Ai 3d Generation, 3d Modeling, 3d Asset Creation.
Words AI uses for the brand
Alpha3d
The brand's own pillars that AI omits
Ai 3d Generation3d Modeling3d Asset CreationCited 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
Alpha3dOwnedcomparison
Ai 3d GenerationInvisiblepositioning
3d ModelingInvisiblepositioning
3d Asset CreationInvisiblepositioning
Generative 3dInvisiblepositioning
Text To 3dInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Alpha3D appears on 1 of 6 themes.

Solution Aware. Owned on Alpha3d; absent on Ai 3d Generation, 3d Modeling, 3d Asset Creation.

Alternatives. 0 themes name the brand without citing it; 31 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
6
16% citation rate when AI answers.
Total brand mentions
6
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 Alpha3D'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.

QueryTypeAlpha3D in the AI answerTop sources cited
best ai 3d generationPositioningAbsentreddit.com, youtube.com, meshy.ai
ai 3d generation vendorsPositioningAbsentyoutube.com, 3dprinting.com, meshy.ai
ai 3d generation solutionsPositioningAbsentyoutube.com, meshy.ai, spline.design
ai 3d generation softwarePositioningAbsentreddit.com, spline.design, meshy.ai
ai 3d generation platformPositioningAbsentspline.design, meshy.ai, hi3d.ai
top ai 3d generation providersPositioningAbsentyoutube.com, thetoolnerd.com, trellis2.app
ai 3d generation comparisonPositioningAbsentyoutube.com, lummi.ai, trellis2.app
best 3d modelingPositioningAbsentyoutube.com, reddit.com, xencelabs.com
3d modeling vendorsPositioningAbsentsuperside.com, cadcrowd.com, maverickframe.com
3d modeling solutionsPositioningAbsentautodesk.com, indiacadworks.com, youtube.com
3d modeling softwarePositioningAbsentautodesk.com, youtube.com, paacademy.com
3d modeling platformPositioningNo AI answer
top 3d modeling providersPositioningAbsentreddit.com, superside.com, en.wikipedia.org
3d modeling comparisonPositioningAbsentreddit.com, virtuall.pro, creativebloq.com
best 3d asset creationPositioningAbsentreddit.com, youtube.com, lummi.ai
3d asset creation vendorsPositioningAbsentcgtrader.com, orbe3d.com, superside.com
3d asset creation solutionsPositioningAbsentyoutube.com, echo3d.com, irendering.net
3d asset creation softwarePositioningAbsentreddit.com, adobe.com, blender.org
3d asset creation platformPositioningCitedmeshy.ai, medium.com, spline.design
top 3d asset creation providersPositioningAbsentyoutube.com, orbe3d.com, sloyd.ai
3d asset creation comparisonPositioningCitedyoutube.com, sloyd.ai, renderhub.com
best generative 3dPositioningAbsentyoutube.com, medium.com, virtuall.pro
generative 3d vendorsPositioningAbsentmeshy.ai, youtube.com, trellis2.app
generative 3d solutionsPositioningAbsent3ds.com, elements.envato.com, youtube.com
generative 3d softwarePositioningAbsentmeshy.ai, autodesk.com, youtube.com
generative 3d platformPositioningAbsentmeshy.ai, masterpiecex.com, 3dprintingindustry.com
top generative 3d providersPositioningAbsentyoutube.com, thetoolnerd.com, reddit.com
generative 3d comparisonPositioningCitedyoutube.com, scenario.com, rapiddirect.com
best text to 3dPositioningAbsentyoutube.com, meshy.ai, sloyd.ai
text to 3d vendorsPositioningAbsentprintpal.io, youtube.com, sloyd.ai
text to 3d solutionsPositioningAbsentreinvent.hp.com, youtube.com, sloyd.ai
text to 3d softwarePositioningAbsentreddit.com, meshy.ai, sloyd.ai
text to 3d platformPositioningAbsentmeshy.ai, sloyd.ai, youtube.com
top text to 3d providersPositioningAbsentyoutube.com, travisvermilye.com, buildingcreativemachines.com
text to 3d comparisonPositioningAbsentyoutube.com, sloyd.ai, rapiddirect.com
alternatives to Alpha3DComparisonCitedyoutube.com, sloyd.ai, lummi.ai
Alpha3D vs MeshyComparisonNo AI answer
Alpha3D vs Luma AIComparisonCitedimage3d.io, lumalabs.ai, slashdot.org
Alpha3D vs KaedimComparisonCitedcbinsights.com, dev.to, kingroon.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 84% of AI-answer queries

Alpha3D is cited in 6 of the 37 AI answers we triggered.

02

AI misreads the category

Alpha3D presents as AI 3D generation, 3D modeling, 3D asset creation, generative 3D, text to 3D. AI Overviews cite it on Alpha3d and it is absent on Ai 3d Generation, 3d Modeling, 3d Asset Creation.

TOP THREE MOVES
01

Win presence on Ai 3d Generation

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.com31Cited on 31 of the queries we tested.
meshy.ai20Cited on 20 of the queries we tested.
sloyd.ai17Cited on 17 of the queries we tested.
tripo3d.ai15Cited on 15 of the queries we tested.
reddit.com14Cited on 14 of the queries we tested.
autodesk.com10Cited on 10 of the queries we tested.
spline.design9Cited on 9 of the queries we tested.
virtuall.pro9Cited on 9 of the queries we tested.
3daistudio.com8Cited on 8 of the queries we tested.
medium.com7Cited on 7 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Alpha3D 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 Alpha3D on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 31 of the tested queries.
meshy.aiCited on 20 of the tested queries.
sloyd.aiCited on 17 of the tested queries.
tripo3d.aiCited on 15 of the tested queries.
reddit.comCited on 14 of the tested queries.
autodesk.comCited on 10 of the tested queries.
spline.designCited on 9 of the tested queries.
virtuall.proCited on 9 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Alpha3D 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 3d Generation, 3d Modeling, 3d Asset Creation.
  • 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.