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GPU AI Infrastructure Vendors

Research Computing Director

Dominant · Search Engine Appearances ρ=0.880

A university or lab computing leader serving wildly mixed workloads on grant cycles: flexible architectures, scheduler integration, high-speed networking, and multi-tenant performance for diverse users.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
139Domains Tracked
4.3MReddit Posts
34KWikipedia Articles
1.3MOpen Web Matches
Research Computing Director_persona.report
DomainScore
nvidia.com
167.6
dell.com
70.1
hpe.com
65.3
lenovo.com
31.1
supermicro.com
24.1
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Segment Signals

Signal correlations: Research Computing Director

Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern below.

Signalρ (Spearman)nRank Influence
Search Engine Appearances+0.88077.5%6Dominant
Best Search Engine Rank+0.81265.9%6Dominant
Avg Search Engine Rank+0.71451%6Dominant
Reddit Posts+0.32110.3%103Dominant
SE Outbound Links+0.3009%94Strong
Reddit Comments+0.2928.6%102Strong
Host Harmonic Centrality+0.2556.5%126Strong
PageRank History+0.2425.9%126Strong
Domain PageRank+0.2144.6%124Strong
Harmonic Centrality History+0.2064.2%126Strong
Wikipedia Citations+0.2014%83Strong
Host PageRank+0.1883.5%126Confirmed
Homepage Keywords+0.1843.4%74Confirmed
Common Crawl+0.1562.4%111Confirmed
Domain Harmonic Centrality+0.1432.1%124Confirmed
Wikidata-0.0860.7%64Emerging
Domain Backlinks+0.0810.7%117Emerging
Host Backlinks+0.0550.3%107Emerging
Domains

Tracked domains

The 139 domains behind the "domains tracked" stat for Research Computing Director: every domain the LLM recommendation runs surfaced for this persona's queries, ranked by the same influence-weighted recommendation score the LLM Search Visibility report uses. Appearances counts how many times models recommended the domain across all runs. PageRank and Harmonic Centrality are the domain's current 0-100 authority in the Common Crawl web graph; 0 means the domain was not found in the graph. Click a domain name for its full site profile: authority history, backlink counts, and top backlink sources.

DomainLLM ScoreAppearancesPageRankHarmonic Centrality
nvidia.com167.61255897
dell.com70.11295397
hpe.com65.31345097
lenovo.com31.11335197
supermicro.com24.11253996
amd.com10.6625597
penguinsolutions.com7.7432295
penguincomputing.com4.5402196
lambda.ai3.6333395
gigabyte.com2.6444296
vastdata.com2.5172995
delltechnologies.com2.364596
cray.com1.7182795
microway.com1.7181795
exxactcorp.com1.6162295
lambdalabs.com1.593196
thinkmate.com1.5141495
boston.co.uk1.391996
weka.io1.2113296
asus.com1.0284797
ddn.com1.0113396
liqid.com0.961495
intel.com0.9195897
vikingenterprise.com0.85093
advancedclustering.com0.891795
thinkparq.com0.881595
cray.hpe.com0.7400
ibm.com0.7266697
coreweave.com0.683195
cisco.com0.6165897
run.ai0.692695
lambda-labs.com0.55494
schedmd.com0.533496
lambda.chat0.5101195
siliconmechanics.com0.471795
cerebras.net0.442795
sambanova.ai0.422995
nextplatform.com0.353696
dug.com0.321395
asrockrack.com0.352495
penguin.com0.383095
ciq.com0.322796
groq.com0.324396
penguin-solutions.com0.31093
inspur.com0.352795
mellanox.com0.373996
cambridgecomputer.com0.321795
brightcomputing.com0.331595
boxx.com0.222095
gigatechproducts.com0.21094
lambda.com0.27194
vast.ai0.232595
eviden.com0.223296
gigatech.com0.21094
purestorage.com0.233896
pny.com0.252996
sgi.com0.223896
vantage.com0.221595
vultr.com0.114296
colfax-intl.com0.112095
cerebras.com0.14093
dddc.com0.11095
fluidstack.io0.111995
advancedhpc.com0.111195
giga-byte.com0.121796
megware.com0.111795
graphcore.ai0.112795
dgx.com0.1100
graphcore.com0.14093
cornelisnetworks.com0.121795
clustervision.com0.121395
nor-tech.com0.111395
nebius.com0.113695
fujitsu.com0.114897
hp.com0.115597
suse.com0.125097
vast.com0.132895
netapp.com0.144996
cirrascale.com0.141795
gigaio.com0.121295
bizon-tech.com0.111495
qct.io0.023795
pure-storage.com0.02094
opencompute.org0.024696
cloud.google.com0.0500
microsoft.com0.028097
google.com0.0200
atipa.com0.011796
asperasphera.com0.0100
supercomputingonline.com0.01895
supercomputing.com0.01093
pi.com0.01795
nebulamicro.com0.01095
mythic.com0.01193
cbsyst.com0.0100
scontain.com0.011495
hpc.co.jp0.011796
btechg.com0.0100
mvidia.com0.0100
columbia.edu0.015797
aspsys.com0.011495
altair.com0.013596
wieland-it.com0.0100
oci.oracle.com0.0100
xsede.org0.012796
rescale.com0.012496
corescientific.com0.012195
asustek.com0.01194
wdc.com0.013396
hitachivantara.com0.013596
graidtech.com0.011995
spectrum-scale.org0.0100
cloudflare.com0.029398
stackpath.com0.014196
orange-business.com0.014096
lenovoservices.com0.01093
gw4u.com0.01095
datacentric.ai0.01093
aetina.com0.011895
aws.amazon.com0.0200
slurm.schedmd.com0.0100
amazon.com0.0100
oneview.com0.01295
datarobot.com0.013796
coho.io0.01093
advantech.com0.013396
systemsinternals.com0.0100
determined.ai0.011895
csscloud.com0.01093
celestica.com0.012496
xilinx.com0.014196
siliconangle.com0.014496
sgicomputing.com0.0100
huawei.com0.016097
scality.com0.013396
oracle.com0.017297
cloud.thermofisher.com0.0100
cloud.sas.com0.0100
cloudlab.com0.011195
Report Types

Explore reports

LLM vs Fanout vs AI Search vs Organic

Pick a model per channel and compare recommendation patterns across LLM, fanout, AI Search, and organic results side by side.

LLM Search Visibility

How this industry performs across the large language models sampled in this report.

LLM Search+Fanout Visibility

The same LLM recommendation ranking, scoped to just the web-search-augmented (fanout) runs.

LLM Fanout Queries

The exact web searches each LLM ran while answering this segment's questions, with overlap across models.

AI Search Visibility

AI-powered search surfaces sit between traditional search and pure LLM chat.

Organic Search Visibility

Backlink authority and on-page signals that drive traditional organic visibility.

Bing Search Advertisers

Top and bottom advertisers on Bing (Google has no ads in this data), ranked by rank-weighted score.

Organic Search: Suggested Terms

Suggested search terms from Google and Bing, ranked by rank-weighted score.

Forum Search

Domains appearing in Google forum results for this segment's queries, by rank-weighted score and appearances.

News Search

Domains appearing in Google news results for this segment's queries, by rank-weighted score and appearances.

Video Search

Domains appearing in Google video results for this segment's queries, by rank-weighted score and appearances.

Short Video Search

Domains appearing in Google short-video results for this segment's queries, by rank-weighted score and appearances.

Top Wikipedia Pages

The Wikipedia articles where this segment's topics and brands appear, plus articles with zero brand presence.

Knowledge Graph Entities

The Wikidata entities matching this segment's topics and brands, and which brands have no entity at all.

Top Subreddits

The communities where this segment's topics and brands get discussed, ranked by submissions and comments.

Reddit Activity Trends

Monthly Reddit activity for this segment's topics and brands, from 2005 through mid-2026.

Top Domains on Reddit

The websites Reddit links to and mentions alongside this segment's topics, in comments and submissions.

Open Web Presence

Domains appearing together with this segment's topics across billions of crawled web pages.

Top Backlink Sources

The websites linking to the most tracked domains in this segment, from the web link graph.

Content Phrases

Top phrases LLMs associate with this industry or persona, ranked by recommendation strength.

Persona SEO Keywords

Top SEO keyword terms LLMs associate with this persona, ranked by recommendation strength.

Base Terms

Foundational search terms LLMs associate with this persona, ranked by recommendation strength.

UGC Questions & FAQs

Questions people are asking, mined from forum, news, and video result titles, with the URLs each question appears on.

Research: Award Submissions

Domains ranking for this persona's award submissions queries.

Research: Blogs, Publishers, Newsletters

Domains ranking for this persona's blogs, publishers, newsletters queries.

Research: Certifications

Domains ranking for this persona's certifications queries.

Research: Conferences, Trade Shows

Domains ranking for this persona's conferences, trade shows queries.

Research: Courses, Training

Domains ranking for this persona's courses, training queries.

Research: Donors, Sponsors, Partnerships

Domains ranking for this persona's donors, sponsors, partnerships queries.

Research: Experts

Domains ranking for this persona's experts queries.

Research: Forums, Message Boards

Domains ranking for this persona's forums, message boards queries.

Research: Glossaries

Domains ranking for this persona's glossaries queries.

Research: Guest Posts

Domains ranking for this persona's guest posts queries.

Research: Guides, Best Practices

Domains ranking for this persona's guides, best practices queries.

Research: Link Directories

Domains ranking for this persona's link directories queries.

Research: Non-profits

Domains ranking for this persona's non-profits queries.

Research: Podcast Guests

Domains ranking for this persona's podcast guests queries.

Research: Professional Orgs

Domains ranking for this persona's professional orgs queries.

Research: Reports, Stats, Research

Domains ranking for this persona's reports, stats, research queries.

Research: Speaker Proposals

Domains ranking for this persona's speaker proposals queries.

Research: Suggested Links

Domains ranking for this persona's suggested links queries.

Research: Tools

Domains ranking for this persona's tools queries.

Research: Top, Best Companies

Domains ranking for this persona's top, best companies queries.

Research: Trade Journals

Domains ranking for this persona's trade journals queries.