GEO AUDIT  ·  BRAND-ONLY

Liqid.

A look at how Liqid 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.

Siteliqid.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedOctober 21, 2026  ·  by AUQ
AI Visibility Score
50
out of 100. Low band. Liqid is cited in 13 of 39 AI answers. It shows up on Composable Gpu, Memory Pooling. It is absent on Disaggregated Infrastructure, Gpu Servers For Ai.
Verified AI Overview citations
13
Liqid's brand is cited in 13 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
33%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Liqid scores 50 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Liqid is cited in 13 of 39 AI answers. It shows up on Composable Gpu, Memory Pooling. It is absent on Disaggregated Infrastructure, Gpu Servers For Ai.

AI answers fire on 100% of tracked queries, yet Liqid is quoted in only 33% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
50
Low band
BarelyLowCompetitiveDominant
What's in the score
  • Your pages being quoted 35%33 / 100
  • Inclusion in category answers 25%59 / 100
  • How AI describes the brand 20%83 / 100
  • Topic coverage breadth 20%33 / 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

Composable Infrastructure

LIQID | Memory & GPU Pooling Infrastructure Products Solutions Resources Company Partners Contact Sales Request a Demo Products Solutions Resources Company Partners Products Software LIQID Matrix® Software GPU GPU Pooling Solutions Ultrliqid.com, 2026

Differentiators it leads with: Liqid Matrix, Composable Infrastructure, Composable GPU, Disaggregated Infrastructure.

What Google's AI says

Recognized in AI answers for Composable Gpu, Memory Pooling

Cited as a provider on Composable Gpu, Memory Pooling queries.
Appears alongside youtube.com, linkedin.com, dell.com.
The core gap
Liqid presents as composable infrastructure, composable GPU, disaggregated infrastructure, GPU servers for AI, memory pooling. AI Overviews cite it on Composable Gpu, Memory Pooling and it is absent on Disaggregated Infrastructure, Gpu Servers For Ai.
Words AI uses for the brand
Composable GpuMemory Pooling
The brand's own pillars that AI omits
Disaggregated InfrastructureGpu Servers For AiCited 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
Composable GpuOwnedpositioning
Memory PoolingOwnedpositioning
Composable InfrastructurePartialpositioning
LiqidPartialcomparison
Disaggregated InfrastructureInvisiblepositioning
Gpu Servers For AiInvisiblepositioning
Buyer-journey coverage

Problem Aware. Overview queries: Liqid appears on 2 of 6 themes.

Solution Aware. Owned on Composable Gpu, Memory Pooling; absent on Disaggregated Infrastructure, Gpu Servers For Ai.

Alternatives. 10 themes name the brand without citing it; 16 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
13
33% citation rate when AI answers.
Total brand mentions
23
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 Liqid → 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 Liqid'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.

QueryLiqid in the AI answerTop sources cited
best composable infrastructureNamed, not citedtechtarget.com, pogolinux.com, kaspersky.com
composable infrastructure vendorsNamed, not citedenterprisestorageforum.com, supermicro.com, fortunebusinessinsights.com
composable infrastructure solutionsCitedhpe.com, supermicro.com, lightbitslabs.com
composable infrastructure softwareNamed, not citedyoutube.com, enterprisestorageforum.com, gigaio.com
composable infrastructure platformCitedenterprisestorageforum.com, supermicro.com, lightbitslabs.com
top composable infrastructure providersNamed, not citedresearchandmarkets.com, techtarget.com, pogolinux.com
composable infrastructure comparisonNamed, not citedlinkedin.com, datacenterknowledge.com, pogolinux.com
best composable gpuCitedbenchmarks.ul.com, liqid.com, enterprisestorageforum.com
composable gpu vendorsCitedenterprisestorageforum.com, nec.com, liqid.com
composable gpu solutionsCitedliqid.com, h3platform.com, businesswire.com
composable gpu softwareCiteddeveloper.download.nvidia.com, siliconangle.com, datacenter-technology.com
composable gpu platformCitedh3platform.com, liqid.com, businesswire.com
top composable gpu providersCitedblog.runc.ai, slashdot.org, skilleditsolutions.com
composable gpu comparisonAbsentyoutube.com, gpupoet.com, whaleflux.com
best disaggregated infrastructureAbsentvexpose.blog, researchgate.net, onug.net
disaggregated infrastructure vendorsCiteddell.com, eetimes.com, computerweekly.com
disaggregated infrastructure solutionsAbsentresearch.ibm.com, simplyblock.io, dell.com
disaggregated infrastructure softwareAbsentwwt.com, dell.com, min.io
disaggregated infrastructure platformAbsentlinkedin.com, nasuni.com, intelligentvisibility.com
top disaggregated infrastructure providersNamed, not citedtrustradius.com, peerspot.com, sdxcentral.com
disaggregated infrastructure comparisonAbsentyoutube.com, linkedin.com, researchandmarkets.com
best gpu servers for aiAbsentdell.com, vast.ai, uvation.com
gpu servers for ai vendorsAbsentgetamazingdevs.com, nosana.com, gmicloud.ai
gpu servers for ai solutionsAbsentdell.com, linkedin.com, ant-pc.com
gpu servers for ai softwareAbsenthostkey.com, uvation.com, novoserve.com
gpu servers for ai platformAbsentsupermicro.com, servers.asus.com, dell.com
top gpu servers for ai providersAbsentvcluster.com, gpus.io, gist.github.com
gpu servers for ai comparisonAbsentyoutube.com, microway.com, ibm.com
best memory poolingAbsentreddit.com, arxiv.org, machine-learning-made-simple.medium.com
memory pooling vendorsCitedprnewswire.com, marvell.com, micron.com
memory pooling solutionsCitedliqid.com, penguinsolutions.com, ieeexplore.ieee.org
memory pooling softwareCitedcioinfluence.com, techtarget.com, geeksforgeeks.org
memory pooling platformNamed, not citedyoutube.com, cioinfluence.com, eureka.patsnap.com
top memory pooling providersCitedbbae.com, arxiv.org, fortunebusinessinsights.com
memory pooling comparisonAbsentasteralabs.com, eureka.patsnap.com, arxiv.org
alternatives to LiqidAbsentinstitutional.fidelity.com, blackrock.com, investopedia.com
Liqid vs GigaIONamed, not citedprerackit.com, hpcwire.com, gigaio.com
Liqid vs HPE SynergyNamed, not citedcommunity.hpe.com, sourceforge.net, reddit.com
Liqid vs DellNamed, not citedhpcwire.com, yahoo.com, hostingjournalist.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 67% of AI-answer queries

Liqid is cited in 13 of the 39 AI answers we triggered.

02

AI misreads the category

Liqid presents as composable infrastructure, composable GPU, disaggregated infrastructure, GPU servers for AI, memory pooling. AI Overviews cite it on Composable Gpu, Memory Pooling and it is absent on Disaggregated Infrastructure, Gpu Servers For Ai.

TOP THREE MOVES
01

Win presence on Disaggregated Infrastructure

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.com14Cited on 14 of the queries we tested.
linkedin.com11Cited on 11 of the queries we tested.
dell.com8Cited on 8 of the queries we tested.
gigaio.com7Cited on 7 of the queries we tested.
pogolinux.com6Cited on 6 of the queries we tested.
supermicro.com6Cited on 6 of the queries we tested.
google.com6Cited on 6 of the queries we tested.
techtarget.com5Cited on 5 of the queries we tested.
enterprisestorageforum.com5Cited on 5 of the queries we tested.
hpe.com5Cited on 5 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Liqid 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 Liqid on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 14 of the tested queries.
linkedin.comCited on 11 of the tested queries.
dell.comCited on 8 of the tested queries.
gigaio.comCited on 7 of the tested queries.
pogolinux.comCited on 6 of the tested queries.
supermicro.comCited on 6 of the tested queries.
google.comCited on 6 of the tested queries.
techtarget.comCited on 5 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Liqid 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 Disaggregated Infrastructure, Gpu Servers For Ai.
  • 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.