GEO AUDIT  ·  BRAND-ONLY

Cirrascale.

A look at how Cirrascale 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.

Sitecirrascale.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedSeptember 10, 2026  ·  by AUQ
AI Visibility Score
12
out of 100. Absent band. Cirrascale is cited in 3 of 39 AI answers. It shows up on Cirrascale. It is absent on Gpu Cloud, Ai Training Infrastructure, Bare Metal Gpu.
Verified AI Overview citations
3
Cirrascale's brand is cited in 3 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
8%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

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

Cirrascale is cited in 3 of 39 AI answers. It shows up on Cirrascale. It is absent on Gpu Cloud, Ai Training Infrastructure, Bare Metal Gpu.

AI answers fire on 100% of tracked queries, yet Cirrascale 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 appear100 / 100
  • Inclusion in category answers10 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand17 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted8 / 100
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

GPU Cloud

Cirrascale | Private AI Cloud for Training & Inference Cloud Offerings AI Innovation Cloud Offerings AMD Instinct Series Cloud NVIDIA GPU Cloud Qualcomm Cloud Tenstorrent Galaxy Cloud AI Inference Offerings Cirrascale Inference Platformcirrascale.com, 2026

Differentiators it leads with: GPU Cloud, AI Training Infrastructure, Bare Metal GPU, HPC Cloud.

What Google's AI says

Recognized in AI answers for Cirrascale

Cited as a provider on Cirrascale queries.
Appears alongside youtube.com, YouTube, digitalocean.com.
The core gap
Cirrascale presents as GPU cloud, AI training infrastructure, bare metal GPU, HPC cloud, model inference hosting. AI Overviews cite it on Cirrascale and it is absent on Gpu Cloud, Ai Training Infrastructure, Bare Metal Gpu.
Words AI uses for the brand
Cirrascale
The brand's own pillars that AI omits
Gpu CloudAi Training InfrastructureBare Metal GpuCited 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
CirrascaleOwnedcomparison
Gpu CloudInvisiblepositioning
Ai Training InfrastructureInvisiblepositioning
Bare Metal GpuInvisiblepositioning
Hpc CloudInvisiblepositioning
Model Inference HostingInvisiblepositioning
Buyer-journey coverage

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

Solution Aware. Owned on Cirrascale; absent on Gpu Cloud, Ai Training Infrastructure, Bare Metal Gpu.

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
39
100% 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.
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 Cirrascale'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.

QueryTypeCirrascale in the AI answerTop sources cited
best gpu cloudPositioningAbsentjarvislabs.ai, digitalocean.com, cloud.google.com
gpu cloud vendorsPositioningAbsentreddit.com, cloud-gpus.com, runpod.io
gpu cloud solutionsPositioningAbsentcloud.google.com, forums.fast.ai, vast.ai
gpu cloud softwarePositioningAbsentnvidia.com, cloud.google.com, runpod.io
gpu cloud platformPositioningAbsentcloud.google.com, akamai.com, northflank.com
top gpu cloud providersPositioningAbsentreddit.com, gmicloud.ai, aimultiple.com
gpu cloud comparisonPositioningAbsentcloud-gpus.com, getdeploying.com, gmicloud.ai
best ai training infrastructurePositioningAbsentmirantis.com, skills.google, netapp.com
ai training infrastructure vendorsPositioningAbsentspheron.network, oracle.com, salesforceventures.com
ai training infrastructure solutionsPositioningAbsentsupermicro.com, mirantis.com, nvidia.com
ai training infrastructure softwarePositioningAbsentibm.com, cloudian.com, mirantis.com
ai training infrastructure platformPositioningAbsentnvidia.com, ibm.com, cloud.google.com
top ai training infrastructure providersPositioningAbsentdigitalocean.com, northflank.com, siliconflow.com
ai training infrastructure comparisonPositioningAbsentedgecore.com, blogs.oracle.com, aivres.com
best bare metal gpuPositioningAbsentreddit.com, vultr.com, digitalocean.com
bare metal gpu vendorsPositioningAbsentoracle.com, techtarget.com, vultr.com
bare metal gpu solutionsPositioningAbsentmegaport.com, rafay.co, hydrahost.com
bare metal gpu softwarePositioningAbsentdocs.nvidia.com, digitalocean.com, youtube.com
bare metal gpu platformPositioningAbsentrafay.co, digitalocean.com, docs.cloud.google.com
top bare metal gpu providersPositioningAbsentvultr.com, medium.com, aimultiple.com
bare metal gpu comparisonPositioningAbsentdocs.digitalocean.com, gmicloud.ai, digitalocean.com
best hpc cloudPositioningAbsentcloud.google.com, cloud4u.com, youtube.com
hpc cloud vendorsPositioningAbsentrescale.com, cloud.google.com, oracle.com
hpc cloud solutionsPositioningAbsentazure.microsoft.com, totalcae.com, oracle.com
hpc cloud softwarePositioningAbsentcloud.google.com, cloudhpc.cloud, azure.microsoft.com
hpc cloud platformPositioningAbsentcloud.google.com, azure.microsoft.com, totalcae.com
top hpc cloud providersPositioningAbsentcloud.google.com, cloud4u.com, aws.amazon.com
hpc cloud comparisonPositioningAbsenttotalcae.com, dl.acm.org, nor-tech.com
best model inference hostingPositioningAbsentreddit.com, youtube.com, huggingface.co
model inference hosting vendorsPositioningAbsenthuggingface.co, llmapi.ai, baseten.co
model inference hosting solutionsPositioningAbsentreddit.com, baseten.co, aws.amazon.com
model inference hosting softwarePositioningAbsentreddit.com, trustradius.com, youtube.com
model inference hosting platformPositioningAbsentreddit.com, youtube.com, aws.amazon.com
top model inference hosting providersPositioningAbsentreddit.com, digitalocean.com, llmapi.ai
model inference hosting comparisonPositioningAbsentyoutube.com, theaiengineer.substack.com, repost.aws
alternatives to CirrascaleComparisonCitedsourceforge.net, reddit.com, youtube.com
Cirrascale vs CoreWeaveComparisonNamed, not citedgetdeploying.com, computecomparison.com, coreweave.com
Cirrascale vs LambdaComparisonCitedgetdeploying.com, computecomparison.com, reddit.com
Cirrascale vs CrusoeComparisonCitedgetdeploying.com, spheron.network, linkedin.com
THREE FINDINGS THAT MATTER
01

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

Cirrascale is cited in 3 of the 39 AI answers we triggered.

02

AI misreads the category

Cirrascale presents as GPU cloud, AI training infrastructure, bare metal GPU, HPC cloud, model inference hosting. AI Overviews cite it on Cirrascale and it is absent on Gpu Cloud, Ai Training Infrastructure, Bare Metal Gpu.

TOP THREE MOVES
01

Win presence on Gpu Cloud

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.com23Cited on 23 of the queries we tested.
YouTube23Cited on 23 of the queries we tested.
digitalocean.com20Cited on 20 of the queries we tested.
DigitalOcean20Cited on 20 of the queries we tested.
cloud.google.com14Cited on 14 of the queries we tested.
reddit.com13Cited on 13 of the queries we tested.
Reddit13Cited on 13 of the queries we tested.
Google Cloud12Cited on 12 of the queries we tested.
aws.amazon.com12Cited on 12 of the queries we tested.
oracle.com11Cited on 11 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Cirrascale 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 Cirrascale on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 23 of the tested queries.
YouTubeCited on 23 of the tested queries.
digitalocean.comCited on 20 of the tested queries.
DigitalOceanCited on 20 of the tested queries.
cloud.google.comCited on 14 of the tested queries.
reddit.comCited on 13 of the tested queries.
RedditCited on 13 of the tested queries.
Google CloudCited on 12 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Cirrascale 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 Gpu Cloud, Ai Training Infrastructure, Bare Metal Gpu.
  • 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.