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GPU AI Infrastructure Vendors

Research Computing Director

LLM Search+Fanout Visibility
Dominant · Search Engine Appearances ρ=0.880

AI recommendation signal analysis across 139 domains for the Research Computing Director persona in GPU AI Infrastructure Vendors.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
139Domains Tracked
Research Computing Director_persona.report
DomainScore
nvidia.com
4.7
hpe.com
4.1
dell.com
3.9
penguinsolutions.com
2.1
delltechnologies.com
1.4
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This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.

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About This Report

How to use this page

Persona view: this page is scoped to this persona's queries alone.
Use Case

See what AI reads before it answers

Fanout queries are the web searches a model runs mid-answer. The pages it retrieves and cites are the sources shaping its recommendations, so treat the citation lists as your target list for earning coverage, mentions, and links.

How It's Calculated

Where the numbers come from

Scoped to the runs where models used web search. Same rank-weighted scoring as LLM Search Visibility, plus every URL the searches retrieved (citation sources) and every URL actually cited in answers (citations), aggregated by frequency.

Overview

What's on this page

Domain rankings for web-search-augmented runs and the full citation and citation-source URL lists, filterable by model.

LLM Data

Top LLM-recommended domains

How often AI models recommended each domain specifically via web-search fanout queries when answering Research Computing Director queries, a subset of the runs behind the main LLM Search Visibility report, not the full combined dataset. The left chart shows raw recommendation counts, the right shows what percentage of queries included that domain.

Score (below) is the primary ranking metric: a weighted-reciprocal-rank sum across every model and run, where each model's contribution is scaled by that model's influence weight.

Only these five models ran web-search fanout queries. The checkboxes filter these charts and the Citations / Citation Sources lists below; updates automatically as you check/uncheck.

LLM Data

Citations

Every URL the models actually cited in their final answers to Research Computing Director fanout queries, aggregated by how often each URL was cited. Filtered by the model checkboxes above.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
https://www.penguinsolutions.com/en-us/industries/higher-educationhttps://www.penguinsolutions.com/en-us/industries/higher-education22295194
Top 12 Cloud GPU Providers for AI and Machine Learning in 2026https://www.runpod.io/articles/guides/top-cloud-gpu-providers231951795
https://bizon-tech.com/hpc-ai-clustershttps://bizon-tech.com/hpc-ai-clusters21495895
Data Center | NVIDIAhttps://marketplace.nvidia.com/en-us/enterprise/data-center/?utm_source=openai158971695
Top 60+ Cloud GPU Providers in 2026https://aimultiple.com/cloud-gpu-providers139963495
https://www.rcac.purdue.edu/index.php/news/7072https://www.rcac.purdue.edu/index.php/news/707215397094
Stanford Marlowe: AI Research on NVIDIA DGX SuperPOD | NVIDIA success storyhttps://www.nvidia.com/en-us/case-studies/stanford-marlowe/?utm_source=openai158972695
https://developer.nvidia.com/education-pricinghttps://developer.nvidia.com/education-pricing158974696
microway.comhttps://www.microway.com/products/hpc-clusters/11795093
https://www.osc.edu/press/top500_ranked_cardinal_advances_high_performance_computing_research_and_discoveryhttps://www.osc.edu/press/top500_ranked_cardinal_advances_high_performance_computing_research_and_discovery12696394
Betty - Penn Advanced Research Computing Center (PARCC)https://parcc.upenn.edu/systems/betty/?utm_source=openai15697194
GPUs for EDUs | Vast.aihttps://vast.ai/education125951895
https://www.dell.com/en-us/lp/dt/industry-higher-edhttps://www.dell.com/en-us/lp/dt/industry-higher-ed153972895
microway.comhttps://www.microway.com/platforms/nvidia-datacenter-gpu/hpc-ai-simulation-with-gpus/11795093
https://www.chpc.utah.edu/resources/utah-ai-supercomputer.phphttps://www.chpc.utah.edu/resources/utah-ai-supercomputer.php15097394
HPE unveils next-generation AI factory and supercomputing advancements with NVIDIA | HPEhttps://www.hpe.com/us/en/newsroom/press-release/2026/03/hpe-unveils-next-generation-ai-factory-and-supercomputing-advancements-with-nvidia.html?utm_source=openai150972295
Top500 | HPC Cluster for scientific research | ClusterVisionhttps://clustervision.com/hpc-clusters/11395494
https://www.dell.com/en-us/blog/unlocking-tomorrow-hpc-and-ai-in-higher-education/https://www.dell.com/en-us/blog/unlocking-tomorrow-hpc-and-ai-in-higher-education/153972895
youtube.comhttps://www.youtube.com/watch?v=zMLKY5V0gxw191997597
https://www.psc.edu/10-million-to-fund-new-supercomputer-at-psc/https://www.psc.edu/10-million-to-fund-new-supercomputer-at-psc/13095795
Lenovo and University of Southampton Partner to Advance High-Performance Computing for World-Leading Research - Lenovo StoryHubhttps://news.lenovo.com/pressroom/press-releases/lenovo-university-of-southampton-hpc-partnership/?utm_source=openai151973095
High-Performance GPU Servers for AI, ML & HPC | ServerMonkeyhttps://www.servermonkey.com/gpu-servers11595094
https://slyd.com/resources/oem-comparisonhttps://slyd.com/resources/oem-comparison1093093
wayne.eduhttp://www.hli.wayne.edu/research/HPCWSU.pdf14096094
https://www.r-ccs.riken.jp/workshop/jhiws2024/slides/B2_Tokyo_Tech_Update-TSUBAME4_Supercomputer.pdfhttps://www.r-ccs.riken.jp/workshop/jhiws2024/slides/B2_Tokyo_Tech_Update-TSUBAME4_Supercomputer.pdf13896093
High Performance Computing (HPC) Server Solutions | Supermicrohttps://www.supermicro.com/en/solutions/high-performance-computing?utm_source=openai139961394
High Performance Computing (HPC) Server Solutions | Supermicrohttps://www.supermicro.com/en/solutions/high-performance-computing139961394
https://www.abiresearch.com/blog/top-five-ai-server-companieshttps://www.abiresearch.com/blog/top-five-ai-server-companies13596294
advancedhpc.comhttps://www.advancedhpc.com/pages/higher-education11195293
https://www.scientific-computing.com/article/japan-strengthens-ai-capabilities-new-nvidia-based-supercomputerhttps://www.scientific-computing.com/article/japan-strengthens-ai-capabilities-new-nvidia-based-supercomputer12195093
AI and HPC Infrastructure Built For Higher Educationhttps://www.penguinsolutions.com/en-us/industries/higher-education?utm_source=openai12295194
Dell PowerEdge vs HPE ProLiant vs Supermicro | Introl Bloghttps://introl.com/blog/dell-hpe-supermicro-gpu-server-comparison-guide118951495
https://intuitionlabs.ai/articles/on-prem-ai-infrastructure-comparisonhttps://intuitionlabs.ai/articles/on-prem-ai-infrastructure-comparison123951795
advancedhpc.comhttps://www.advancedhpc.com/11195293
https://www.rcac.purdue.edu/index.php/news/6815https://www.rcac.purdue.edu/index.php/news/681515397094
Advanced HPC & AI Solutions for Research Computinghttps://www.cambridgecomputer.com/research-computing/?utm_source=openai11795294
NVIDIA Corporation (US) and Advanced Micro Devices (AMD), Inc. (US) are Leading Players in the North America Data Center GPU Markethttps://www.marketsandmarkets.com/ResearchInsight/north-america-data-center-gpu-companies.asp15097894
nor-tech.comhttps://nor-tech.com/about-us/11395893
https://ciq.com/press-release/ciq-fuzzball-integration-with-pbs-professional-and-slurm-bridges-ai-era-infrastructure-with-traditional-hpc-clusters/https://ciq.com/press-release/ciq-fuzzball-integration-with-pbs-professional-and-slurm-bridges-ai-era-infrastructure-with-traditional-hpc-clusters/127962095
Thinkmate Education & Researchhttps://www.thinkmate.com/solutions/education-and-research?utm_source=openai11495094
AI Compute Grants in 2026: How to Get Free GPU Time from NAIRR, NSF ACCESS, DOE, and Cloud Providers | Granted AIhttps://grantedai.com/blog/ai-compute-grants-gpu-credits-guide11495994
https://www.amd.com/en/corporate/university-program/ai-hpc-cluster.htmlhttps://www.amd.com/en/corporate/university-program/ai-hpc-cluster.html155972395
nor-tech.comhttps://nor-tech.com/hpc-cluster-integration-services-nor-tech/11395893
https://www.nvidia.com/en-sg/industries/higher-education-research/academic-grant-program/https://www.nvidia.com/en-sg/industries/higher-education-research/academic-grant-program/158972695
Exxact | Deep Learning, HPC, AV, Distribution & Morehttps://www.exxactcorp.com/blog/hpc/exxact-configurable-solutions-enable-hpc-on-all-levels?utm_source=openai12295494
https://www.it.northwestern.edu/departments/it-services-support/research/computing/gpu/https://www.it.northwestern.edu/departments/it-services-support/research/computing/gpu/15397493
thinkmate.comhttps://www.thinkmate.com/solutions/education-and-research?b11495094
Lambda Docshttps://docs.lambda.ai/?utm_source=openai133951894
cambridgecomputer.comhttps://www.cambridgecomputer.com/research-computing/11795294
businessabc.nethttps://businessabc.net/wiki/hpc-systems-japan119951894
LLM Data

Citation sources

Every URL the models' web searches retrieved while answering: the wider pool the citations above were drawn from, aggregated the same way and filtered by the same model checkboxes.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
https://www.penguinsolutions.com/en-us/industries/higher-educationhttps://www.penguinsolutions.com/en-us/industries/higher-education32295194
Top 12 Cloud GPU Providers for AI and Machine Learning in 2026https://www.runpod.io/articles/guides/top-cloud-gpu-providers331951795
On-Prem AI Infrastructure: Comparing Dell, HPE, & More | IntuitionLabshttps://intuitionlabs.ai/articles/on-prem-ai-infrastructure-comparison223951795
bizon-tech.comhttps://bizon-tech.com/hpc-ai-clusters21495895
Top 10 U.S. Data Center Operators by GPU Deployment: The Race to Build AI Infrastructurehttps://bisresearch.com/insights/top-10-us-data-center-operators-by-gpu-deployment-the-race-to-build-ai-infrastructure220951295
Ultimate Guide – The Top and The Best High-Performance GPU Clusters Service of 2026https://www.siliconflow.com/articles/en/the-best-high-performance-gpu-clusters-service21795293
Survey of HPC in US Research Institutionshttps://arxiv.org/html/2506.19019v1265976196
https://www.supermicro.com/en/solutions/high-performance-computinghttps://www.supermicro.com/en/solutions/high-performance-computing239961394
cambridgecomputer.comhttps://www.cambridgecomputer.com/research-computing/21795294
Dell vs Supermicro vs HPE: GPU Server Showdown | ServerMonkeyhttps://www.servermonkey.com/blog/the-ai-showdown-is-here-dell-vs-supermicro-vs-hpe-gpu-servers.html21595094
AMD University Program AI & HPC Clusterhttps://www.amd.com/en/corporate/university-program/ai-hpc-cluster.html155972395
November 2024 BFS - Graph 500https://graph500.org/?page_id=1332118951195
https://store.supermicro.com/us_en/4u-gpu-superserver-sys-420gp-tnr.htmlhttps://store.supermicro.com/us_en/4u-gpu-superserver-sys-420gp-tnr.html13996994
Top500 | HPC Cluster for scientific research | ClusterVisionhttps://clustervision.com/hpc-clusters/11395494
Hardware and Software Discounts for Education | NVIDIA Developerhttps://developer.nvidia.com/education-pricing158974696
microway.comhttps://www.microway.com/products/hpc-clusters/11795093
https://sc25.supercomputing.org/proceedings/posters/poster_files/post139s2-file3.pdf#1#1https://sc25.supercomputing.org/proceedings/posters/poster_files/post139s2-file3.pdf#1#11--2095
https://www.thinkmate.com/solutions/education-and-researchhttps://www.thinkmate.com/solutions/education-and-research11495094
NVIDIA Education Discounts for AI & Research GPUshttps://www.saitechincorporated.com/nvidia-education-discounts-saitech/1194092
OEM Partner Comparison 2026: Dell vs Supermicro vs HPE vs Lenovo vs Gigabytehttps://slyd.com/resources/oem-comparison1093093
microway.comhttps://www.microway.com/platforms/nvidia-datacenter-gpu/hpc-ai-simulation-with-gpus/11795093
Purdue University unveils new Gautschi supercomputing clusterhttps://www.sdxcentral.com/news/purdue-university-unveils-new-gautschi-supercomputing-cluster/14196094
https://www.arccompute.io/https://www.arccompute.io/1595494
High-Performance GPU Servers for AI, ML & HPC | ServerMonkeyhttps://www.servermonkey.com/gpu-servers11595094
youtube.comhttps://www.youtube.com/watch?v=zMLKY5V0gxw191997597
https://hpc.fau.de/files/2025/08/annual-report-2024.pdf#16#3https://hpc.fau.de/files/2025/08/annual-report-2024.pdf#16#31--1995
https://www.supermicro.com/en/solutions/hammerspacehttps://www.supermicro.com/en/solutions/hammerspace139961394
Top 10 Nvidia Competitors and Alternatives (2026)https://businessmodelanalyst.com/nvidia-competitors/127952195
wayne.eduhttp://www.hli.wayne.edu/research/HPCWSU.pdf14096094
https://dl.acm.org/doi/pdf/10.1145/3731599.3767473#1#1https://dl.acm.org/doi/pdf/10.1145/3731599.3767473#1#1163976296
https://www.thinkmate.com/solutions/cluster-solutionshttps://www.thinkmate.com/solutions/cluster-solutions11495094
GPUnion: Autonomous GPU Sharing on Campushttps://arxiv.org/pdf/2507.18928165976196
Nvidia’s SchedMD acquisition puts open-source AI scheduling under scrutiny | InfoWorldhttps://www.infoworld.com/article/4154989/nvidias-schedmd-acquisition-puts-open-source-ai-scheduling-under-scrutiny.html151971195
advancedhpc.comhttps://www.advancedhpc.com/pages/higher-education11195293
Statement for Proposals - Office of Research Computing - BYUhttps://rc.byu.edu/proposals14697694
https://www.nvidia.com/en-us/case-studies/stanford-marlowe/https://www.nvidia.com/en-us/case-studies/stanford-marlowe/158972695
Webots.HPC: A Parallel Robotics Simulation Pipeline for Autonomous Vehicles on High Performance Computinghttps://arxiv.org/pdf/2108.00485165976196
advancedhpc.comhttps://www.advancedhpc.com/11195293
Purdue University unveils new Gautschi supercomputing clusterhttps://www.datacenterdynamics.com/en/news/purdue-university-unveils-new-gautschi-supercomputing-cluster/14496394
https://www.supermicro.com/en/products/x13?mlg=0https://www.supermicro.com/en/products/x13?mlg=0139961394
Nvidia Education Discounthttps://esaitech.com/pages/nvidia-education-discount1695794
HPC & AI Cluster Management Software Service Differentiatorhttps://www.penguinsolutions.com/en-us/expertise/data-center-cluster-management12295194
nor-tech.comhttps://nor-tech.com/about-us/11395893
Amelia, High Performance Computing Cluster in Napleshttps://www.iac.rm.cnr.it/amelia-high-performance-computing-cluster-naples14597092
https://www.thinkmate.com/solutions/cdi-edge-cluster?from=simechhttps://www.thinkmate.com/solutions/cdi-edge-cluster?from=simech11495094
High-Performance GPU Clusters for AI & ML | DigitalOceanhttps://www.digitalocean.com/solutions/gpu-clusters157973495
nor-tech.comhttps://nor-tech.com/hpc-cluster-integration-services-nor-tech/11395893
Investing in the Future of Research - Accesshttps://access-ci.org/investing-in-the-future-of-research/127962095
https://www.nexus-compute.com/https://www.nexus-compute.com/1----
AI Chip Companies - Top Companies List of AI Chip Industryhttps://www.marketsandmarkets.com/ResearchInsight/artificial-intelligence-chipset-market.asp15097894
Nvidia moves deeper into AI infrastructure with SchedMD acquisition | Network Worldhttps://www.networkworld.com/article/4106930/nvidia-moves-deeper-into-ai-infrastructure-with-schedmd-acquisition.html15097694
thinkmate.comhttps://www.thinkmate.com/solutions/education-and-research?b11495094
https://www.ccs.tsukuba.ac.jp/wp-content/uploads/sites/14/2024/11/Miyabi-TOP500PR-final.pdf#1#1https://www.ccs.tsukuba.ac.jp/wp-content/uploads/sites/14/2024/11/Miyabi-TOP500PR-final.pdf#1#113996094
https://www.supermicro.com/en/solutions/ngchttps://www.supermicro.com/en/solutions/ngc139961394
e-GPU: An Open-Source and Configurable RISC-V Graphic Processing Unit for TinyAI Applicationshttps://arxiv.org/pdf/2505.08421165976196
Unlocking Tomorrow: HPC and AI in Higher Education | Dellhttps://www.dell.com/en-us/blog/unlocking-tomorrow-hpc-and-ai-in-higher-education/153972895
Integrating and Characterizing HPC Task Runtime Systems for hybrid AI-HPC workloadshttps://sc25.supercomputing.org/proceedings/workshops/workshop_pages/ws_worksp123.html1--2095
https://www.exxactcorp.com/blog/hpc/how-you-feed-your-gpus-is-the-real-ai-bottleneckhttps://www.exxactcorp.com/blog/hpc/how-you-feed-your-gpus-is-the-real-ai-bottleneck12295494
High Performance Computing | Research Office | West Virginia Universityhttps://research.wvu.edu/tools/research-computing/high-performance-computing14196794
Cluster Management Software for HPC & AI Infrastructurehttps://www.penguinsolutions.com/en-us/products/ice-clusterware-cluster-management-software12295194
Computing Resources for Research, Scholarship, and Teachinghttps://miamioh.teamdynamix.com/TDClient/1813/Portal/KB/Article/169669/Computing-Resources-for-Research-Scholarship-and-Teaching#kbContent13196394
https://ciq.com/solutions/academichttps://ciq.com/solutions/academic127962095
Purdue University receives $4.9 million...https://www.rcac.purdue.edu/index.php/news/681515397094
https://www.hpe.com/us/en/newsroom/press-release/2026/03/hpe-unveils-next-generation-ai-factory-and-supercomputing-advancements-with-nvidia.htmlhttps://www.hpe.com/us/en/newsroom/press-release/2026/03/hpe-unveils-next-generation-ai-factory-and-supercomputing-advancements-with-nvidia.html150972295
Will Supermicro's Legal Crisis Shift Server Market Share to New Dell and HPE GPU Platforms?https://futurumgroup.com/insights/will-supermicros-legal-crisis-shift-server-market-share-to-new-dell-and-hpe-gpu-platforms/132962495
How Much Do GPU Clusters Really Cost?https://newsletter.semianalysis.com/p/how-much-do-gpu-clusters-really-cost134952095
businessabc.nethttps://businessabc.net/wiki/hpc-systems-japan119951894
RZVectorhttps://hpc.llnl.gov/hardware/compute-platforms/rzvector142961295
https://docs.lambda.ai/https://docs.lambda.ai/133951894
NVIDIA Corporation (US) and Advanced Micro Devices (AMD), Inc. (US) are Leading Players in the North America Data Center GPU Markethttps://www.marketsandmarkets.com/ResearchInsight/north-america-data-center-gpu-companies.asp15097894
Dell Technologies and HPE: AI Server Suppliers Beyond Super Microhttps://www.heygotrade.com/en/blog/dell-technologies-and-hpe-ai-server-suppliers-beyond-super-micro/12096895
20th Call for Proposals for Production Projects |https://www.hpc.grnet.gr/en/20th-call-for-proposals-for-production-projects/1--394
https://www.smu.edu/oit/services/superpodhttps://www.smu.edu/oit/services/superpod139961495
Designing & Building Data Center AI Infrastructure at Scalehttps://www.penguinsolutions.com/en-us12295194
https://www.r-ccs.riken.jp/workshop/jhiws2024/slides/B2_Tokyo_Tech_Update-TSUBAME4_Supercomputer.pdf#1#1https://www.r-ccs.riken.jp/workshop/jhiws2024/slides/B2_Tokyo_Tech_Update-TSUBAME4_Supercomputer.pdf#1#113896093
https://news.lenovo.com/pressroom/press-releases/lenovo-university-of-southampton-hpc-partnership/https://news.lenovo.com/pressroom/press-releases/lenovo-university-of-southampton-hpc-partnership/151973095
https://browse-export.arxiv.org/pdf/2509.20819#4#1https://browse-export.arxiv.org/pdf/2509.20819#4#116597094
https://www.thinkmate.com/solutions/networking-solutionshttps://www.thinkmate.com/solutions/networking-solutions11495094
AI Compute Grants in 2026: How to Get Free GPU Time from NAIRR, NSF ACCESS, DOE, and Cloud Providers | Granted AIhttps://grantedai.com/blog/ai-compute-grants-gpu-credits-guide11495994
Analyzing the HCP Datasets using GPUs: The Anatomy of a Science Engagementhttps://arxiv.org/pdf/1909.03314165976196
Utah AI Factory Supercomputerhttps://www.chpc.utah.edu/resources/utah-ai-supercomputer.php15097394
https://cir.nii.ac.jp/crid/1361137044985613312https://cir.nii.ac.jp/crid/13611370449856133121--2895
HPE, Dell, Lenovo, and Supermicro detail new server offerings featuring AMD’s new MI325X GPUs and Epyc CPUs - DCDhttps://www.datacenterdynamics.com/en/news/hpe-dell-lenovo-and-supermicro-detail-new-server-offerings-featuring-amds-new-mi325x-gpus-and-epyc-cpus/14496394
Higher Education IT Solutions | Dell USAhttps://www.dell.com/en-us/lp/dt/industry-higher-ed153972895
Gautschi supercomputer in full productio...https://rcac.purdue.edu/index.php/news/707215397094
https://www.supermicro.com/en/accelerators/nvidia/pcie-gpuhttps://www.supermicro.com/en/accelerators/nvidia/pcie-gpu139961394
Cobalt: A GPU-based correlator and beamformer for LOFARhttps://arxiv.org/pdf/1801.04834165976196
Penguin Solutions helps a private medical school advance biomedical research with AI and HPC infrastructure expertise | CIOhttps://www.cio.com/article/4155775/penguin-solutions-helps-a-private-medical-school-advance-biomedical-research-with-ai-and-hpc-infrastructure-expertise.html153971795
AI RCS Strategy Workshophttps://indico.cern.ch/event/1566094/contributions/6689741/1--3495
https://www.exxactcorp.com/blog/HPC/what-is-an-hpc-clusterhttps://www.exxactcorp.com/blog/HPC/what-is-an-hpc-cluster12295494
Top 60+ Cloud GPU Providers in 2026https://aimultiple.com/cloud-gpu-providers139963495
GPU Clusters | Vast.aihttps://vast.ai/products/clusters125951895
NVIDIA Academic Grant Program for Researchershttps://www.nvidia.com/en-sg/industries/higher-education-research/academic-grant-program/158972695
https://researchcomputing.syr.edu/resources/zest-hpc/https://researchcomputing.syr.edu/resources/zest-hpc/1--294
High-Performance Computing (HPC) | Academic Research Serviceshttps://ars.ucsf.edu/high-performance-computing-hpc15097594
Syndeo: Portable Ray Clusters with Secure Containerizationhttps://arxiv.org/pdf/2409.17070165976196
Super collaboration supercomputer—Intel, Nvidia, Dell, and othershttps://www.jonpeddie.com/news/super-collaboration-supercomputer-intel-nvidia-dell-and-others/12395695
GPUs for EDUs | Vast.aihttps://vast.ai/education125951895
On-Prem AI Infrastructure: Comparing Dell, HPE, & Morehttps://intuitionlabs.ai/pdfs/on-prem-ai-infrastructure-comparing-dell-hpe-more.pdf123951795
CIQ | CIQ Fuzzball integration with PBS Professional and Slurm bridges AI-era infrastructure with traditional HPC clustershttps://ciq.com/press-release/ciq-fuzzball-integration-with-pbs-professional-and-slurm-bridges-ai-era-infrastructure-with-traditional-hpc-clusters/127962095
https://www.exxactcorp.com/blog/HPC/exxact-tensorex-servers-now-accelerating-hpc-and-ai-workloads-with-nvidia-v100s-tensor-core-gpushttps://www.exxactcorp.com/blog/HPC/exxact-tensorex-servers-now-accelerating-hpc-and-ai-workloads-with-nvidia-v100s-tensor-core-gpus12295494
HPC & AI in Higher Education Research Advances Objectiveshttps://www.penguinsolutions.com/en-us/resources/blog/ai-infrastructure-expertise-advances-biomedical-research12295194
Center for Research Computinghttps://research.rice.edu/ord/center-research-computing145971495
https://www.ucl.ac.uk/science-technology-platforms/case-studies/emerald-hpchttps://www.ucl.ac.uk/science-technology-platforms/case-studies/emerald-hpc151971895
Top 25+ AI Chip Makers: NVIDIA & Its Competitorshttps://aimultiple.com/ai-chip-makers139963495
GPU Cluster Explained: Architecture, Nodes and Use… | Scale Computinghttps://www.scalecomputing.com/resources/what-is-a-gpu-cluster12596594
Top500-ranked “Cardinal” advances high performance computing research and discoveryhttps://www.osc.edu/press/top500_ranked_cardinal_advances_high_performance_computing_research_and_discovery12696394
https://www.supermicro.com/en/products/gpuhttps://www.supermicro.com/en/products/gpu139961394
Toward a Community Roadmap for High Energy Physics and Artificial Intelligence in China and Beyondhttps://arxiv.org/pdf/2605.03474165976196
Enterprise AI Server Comparison 2026: Dell vs Supermicro vs HPE vs Lenovo vs Gigabytehttps://slyd.com/resources/server-comparison1093093
Webinar 2026 Mixing diverse workloads within a single job: a heterogeneous scheduling primerhttps://helpwiki.sharcnet.ca/wiki/Webinar_2026_Mixing_diverse_workloads_within_a_single_job:_a_heterogeneous_scheduling_primer1--094
https://www.exxactcorp.com/blog/hpc/exxact-configurable-solutions-enable-hpc-on-all-levelshttps://www.exxactcorp.com/blog/hpc/exxact-configurable-solutions-enable-hpc-on-all-levels12295494
Technology for Research: High Performance Computing | Arts & Sciences Computinghttps://computing.sas.upenn.edu/research/high-performance15697294
Optimize HPC & AI Workloads With AI Managed Serviceshttps://www.penguinsolutions.com/en-us/services/managing-infrastructure12295194
$10 Million to Fund New Supercomputer at PSChttps://www.psc.edu/10-million-to-fund-new-supercomputer-at-psc/13095795
https://marketplace.nvidia.com/en-us/enterprise/data-center/https://marketplace.nvidia.com/en-us/enterprise/data-center/158971695
Where Can I Get Free GPU Cloud Trials in 2026 | GMI Cloudhttps://www.gmicloud.ai/en/blog/where-can-i-get-free-gpu-cloud-trials-in-2026-a-complete-guide12296695
Japan strengthens AI capabilities with new Nvidia-based supercomputer | Scientific Computing Worldhttps://www.scientific-computing.com/article/japan-strengthens-ai-capabilities-new-nvidia-based-supercomputer?12195093
https://www.hpe.com/us/en/events/isc-hp.htmlhttps://www.hpe.com/us/en/events/isc-hp.html150972295
Dell PowerEdge vs HPE ProLiant vs Supermicro | Introl Bloghttps://introl.com/blog/dell-hpe-supermicro-gpu-server-comparison-guide118951495
Running Jobs - Center for Computational Researchhttps://docs.ccr.buffalo.edu/en/latest/hpc/jobs/14997194
About SUNK - CoreWeave Documentationhttps://docs.coreweave.com/products/sunk/index131951394
https://www.thinkmate.com/systems/servers/gpx/test-drivehttps://www.thinkmate.com/systems/servers/gpx/test-drive11495094
NVIDIA Corporation (US) and Advanced Micro Devices, Inc. (US) are the Key Players in Data Center Chip Markethttps://www.marketsandmarkets.com/ResearchInsight/data-center-chip-companies.asp15097894
Princeton University acquires 300-strong Nvidia H100 GPU clusterhttps://www.sdxcentral.com/news/princeton-university-acquires-300-strong-nvidia-h100-gpu-cluster/#comments14196094
https://parcc.upenn.edu/systems/betty/https://parcc.upenn.edu/systems/betty/15697194
Compute Clusters and HPC Platforms | Stanford Research Computinghttps://srcc.stanford.edu/systems/clusters16397894
AI Data Center Infrastructure for Scalable Workloadshttps://www.penguinsolutions.com/en-us/expertise/data-center-ai-infrastructure12295194
https://www.hpe.com/us/en/newsroom/press-release/2023/05/hpe-and-tokyo-tech-collaborate-to-build-the-next-generation-tsubame40-supercomputer-for-artificial-intelligence-scientific-research-and-innovation.htmlhttps://www.hpe.com/us/en/newsroom/press-release/2023/05/hpe-and-tokyo-tech-collaborate-to-build-the-next-generation-tsubame40-supercomputer-for-artificial-intelligence-scientific-research-and-innovation.html150972295
Affordable HPC: Leveraging Small Clusters for Big Data and Graph Computinghttps://arxiv.org/pdf/2408.15568165976196
https://www.exxactcorp.com/News-Events/Exxact-GPU-Cluster-Accelerates-Cancer-Research-at-Notre-Damehttps://www.exxactcorp.com/News-Events/Exxact-GPU-Cluster-Accelerates-Cancer-Research-at-Notre-Dame12295494
Research Computing at a Business Universityhttps://arxiv.org/pdf/1907.11961165976196
Deep Learning Workload Scheduling in GPU Datacenters: A Survey | ACM Computing Surveyshttps://dl.acm.org/doi/full/10.1145/3638757163976296
https://www.tomshardware.com/tech-industry/semiconductors/hpe-adopts-amd-helios-rack-architecture-for-2026-ai-systemshttps://www.tomshardware.com/tech-industry/semiconductors/hpe-adopts-amd-helios-rack-architecture-for-2026-ai-systems146971095
Evaluating Emerging AI/ML Accelerators: IPU, RDU, and NVIDIA/AMD GPUshttps://arxiv.org/pdf/2311.04417165976196
Private AI Solutions: A Guide to Datacenter Providers | IntuitionLabshttps://intuitionlabs.ai/articles/private-ai-datacenter-providers123951795
https://www.supermicro.com/en/solutions/ai-deep-learninghttps://www.supermicro.com/en/solutions/ai-deep-learning139961394
Deep Research of Deep Research: From Transformer to Agent, From AI to AI for Sciencehttps://arxiv.org/pdf/2603.28361165976196
Open Compute Server Project for HPC and AI Systemshttps://www.penguinsolutions.com/en-us/products/open-compute-project12295194
https://www.thinkmate.com/solutions/hpc-clusterhttps://www.thinkmate.com/solutions/hpc-cluster11495094
MosaicBERT: A Bidirectional Encoder Optimized for Fast Pretraininghttps://arxiv.org/pdf/2312.17482165976196
GPU Computing: Information Technology - Northwestern Universityhttps://www.it.northwestern.edu/departments/it-services-support/research/computing/gpu/15397493
Top Five AI Server Companies for Data Centers and Enterpriseshttps://www.abiresearch.com/blog/top-five-ai-server-companies13596294
https://www.delltechnologies.com/asset/en-us/solutions/infrastructure-solutions/briefs-summaries/transforming-higher-education-with-ai-infographic.pdfhttps://www.delltechnologies.com/asset/en-us/solutions/infrastructure-solutions/briefs-summaries/transforming-higher-education-with-ai-infographic.pdf145961094
Data Center GPU Company Evaluation Report 2025 | NVIDIA, Intel, and AMD Leadhttps://finance.yahoo.com/news/data-center-gpu-company-evaluation-132300436.html169975396
Building Infrastructure for AI & HPC Private Datacentershttps://www.penguinsolutions.com/en-us/services/building-infrastructure12295194
https://assets.exxactcorp.com/pdf/exx/resource-center/case-studies/Democratizing%20Access%20to%20Next%20Generation%20Computer-Aided%20Drug%20Discovery.pdfhttps://assets.exxactcorp.com/pdf/exx/resource-center/case-studies/Democratizing%20Access%20to%20Next%20Generation%20Computer-Aided%20Drug%20Discovery.pdf12295194
Supporting the development of Machine Learning for fundamental science in a federated Cloud with the AI_INFN platformhttps://arxiv.org/pdf/2502.21266165976196
https://www.techradar.com/pro/huawei-atlas-950-superpod-vs-nvidia-dgx-superpod-vs-amd-instinct-mega-pod-how-do-they-comparehttps://www.techradar.com/pro/huawei-atlas-950-superpod-vs-nvidia-dgx-superpod-vs-amd-instinct-mega-pod-how-do-they-compare155972195
Research Computing New – Connecting the research community at Northeastern University with high performance computing solutions.https://rc.northeastern.edu/14697494
https://www.supermicro.com/datasheet/Datasheet_AI-Workloads_HPC_AI.pdfhttps://www.supermicro.com/datasheet/Datasheet_AI-Workloads_HPC_AI.pdf139961394
Lincoln AI Computing Survey (LAICS) and Trendshttps://arxiv.org/pdf/2510.20931165976196
https://assets.exxactcorp.com/pdf/exx/resource-center/documents/EXX-Solution-Brief.pdfhttps://assets.exxactcorp.com/pdf/exx/resource-center/documents/EXX-Solution-Brief.pdf12295194
Envisioning National Resources for Artificial Intelligence Research: NSF Workshop Reporthttps://arxiv.org/pdf/2412.10278165976196
https://www.techradar.com/pro/amd-and-meta-reveal-massive-gpu-deployment-news-6gw-of-instinct-hardware-set-to-massively-boost-facebook-owners-computing-stackhttps://www.techradar.com/pro/amd-and-meta-reveal-massive-gpu-deployment-news-6gw-of-instinct-hardware-set-to-massively-boost-facebook-owners-computing-stack155972195
KIT - SCC - Services - Research and develop - High Performance Computing - High Performance Computing (HPC) and Clustercomputing - High Performance Computing (HPC) and Cluster Computinghttps://www.scc.kit.edu/en/services/hpc.php14897193
https://www.lenovo.com/content/dam/lenovo/iso/customer-references-coe/global/en/case-studies/newcastle-university/lenovo_newcastleuniversity_casestudy.pdfhttps://www.lenovo.com/content/dam/lenovo/iso/customer-references-coe/global/en/case-studies/newcastle-university/lenovo_newcastleuniversity_casestudy.pdf151972195
Institutional Research Computing Capabilities in Australia: 2024https://arxiv.org/pdf/2509.17351165976196
https://www.thinkmate.com/wwwinc/tm/servers/gpx/nvidia_v100s_datasheet.pdf?srsltid=AfmBOoplOth4gJTYyTiqKNXQSKC_H_1QB4BuAgYcxulvW5nDscCW8H6Chttps://www.thinkmate.com/wwwinc/tm/servers/gpx/nvidia_v100s_datasheet.pdf?srsltid=AfmBOoplOth4gJTYyTiqKNXQSKC_H_1QB4BuAgYcxulvW5nDscCW8H6C11495094
https://www.tomshardware.com/tech-industry/artificial-intelligence/amd-and-oracle-partner-to-deploy-50-000-mi450-instinct-gpus-in-new-ai-superclusters-deployment-of-expansion-set-for-2026-powered-by-amds-helios-rackhttps://www.tomshardware.com/tech-industry/artificial-intelligence/amd-and-oracle-partner-to-deploy-50-000-mi450-instinct-gpus-in-new-ai-superclusters-deployment-of-expansion-set-for-2026-powered-by-amds-helios-rack146971095
https://www.delltechnologies.com/asset/en-us/solutions/infrastructure-solutions/industry-market/whitepaper-the-fast-changing-symbiotic-evolution-of-hpc-and-ai.pdf.externalhttps://www.delltechnologies.com/asset/en-us/solutions/infrastructure-solutions/industry-market/whitepaper-the-fast-changing-symbiotic-evolution-of-hpc-and-ai.pdf.external145961094
https://www.thinkmate.com/wwwinc/tm/servers/gpx/nvidia-a100-datasheet.pdf?srsltid=AfmBOopEZOr6US-RrmmpKYImEGxra930Vm09kSUPSS1D2sQEjT3uMOyphttps://www.thinkmate.com/wwwinc/tm/servers/gpx/nvidia-a100-datasheet.pdf?srsltid=AfmBOopEZOr6US-RrmmpKYImEGxra930Vm09kSUPSS1D2sQEjT3uMOyp11495094
https://www.tomshardware.com/tech-industry/supercomputers/nvidia-and-partners-to-build-seven-ai-supercomputers-for-the-u-s-govt-with-over-100-000-blackwell-gpus-combined-performance-of-2-200-exaflops-of-computehttps://www.tomshardware.com/tech-industry/supercomputers/nvidia-and-partners-to-build-seven-ai-supercomputers-for-the-u-s-govt-with-over-100-000-blackwell-gpus-combined-performance-of-2-200-exaflops-of-compute146971095
https://www.lenovo.com/content/dam/lenovo/dcg/north-america/en/non-solutions/others/case-studies/asset-oxford-case-study.pdf?srsltid=AfmBOopg-tZQhadtiHFOpYD6qR-vI_NmBuTki8_RpjOus6YxQYIkCHQXhttps://www.lenovo.com/content/dam/lenovo/dcg/north-america/en/non-solutions/others/case-studies/asset-oxford-case-study.pdf?srsltid=AfmBOopg-tZQhadtiHFOpYD6qR-vI_NmBuTki8_RpjOus6YxQYIkCHQX151972195
https://images.exxactcorp.com/CMS/landing-page/case-studies/pdfs/UniversityofNotreDame-CaseStudy-Exxact.pdfhttps://images.exxactcorp.com/CMS/landing-page/case-studies/pdfs/UniversityofNotreDame-CaseStudy-Exxact.pdf12295093
https://www.nvidia.com/content/dam/en-zz/Solutions/Data-Center/nvidia-dgx-superpod-datasheet.pdfhttps://www.nvidia.com/content/dam/en-zz/Solutions/Data-Center/nvidia-dgx-superpod-datasheet.pdf158972695
https://www.supermicro.com/CaseStudies/Success_Story_Seeweb.pdfhttps://www.supermicro.com/CaseStudies/Success_Story_Seeweb.pdf139961394
https://marketplace.nvidia.com/en-us/enterprise/data-center/?utm_source=openaihttps://marketplace.nvidia.com/en-us/enterprise/data-center/?utm_source=openai158971695
https://en.wikipedia.org/wiki/Nvidia_DGXhttps://en.wikipedia.org/wiki/Nvidia_DGX180987697
https://www.nvidia.com/en-us/case-studies/stanford-marlowe/?utm_source=openaihttps://www.nvidia.com/en-us/case-studies/stanford-marlowe/?utm_source=openai158972695
https://arxiv.org/abs/2601.22585https://arxiv.org/abs/2601.22585165976196
https://parcc.upenn.edu/systems/betty/?utm_source=openaihttps://parcc.upenn.edu/systems/betty/?utm_source=openai15697194
https://arxiv.org/abs/2208.11035https://arxiv.org/abs/2208.11035165976196
https://www.hpe.com/us/en/newsroom/press-release/2026/03/hpe-unveils-next-generation-ai-factory-and-supercomputing-advancements-with-nvidia.html?utm_source=openaihttps://www.hpe.com/us/en/newsroom/press-release/2026/03/hpe-unveils-next-generation-ai-factory-and-supercomputing-advancements-with-nvidia.html?utm_source=openai150972295
https://www.hcltech.com/sites/default/files/documents/resources/whitepaper/files/2026/06/19/HPE-AI-Whitepaper.pdfhttps://www.hcltech.com/sites/default/files/documents/resources/whitepaper/files/2026/06/19/HPE-AI-Whitepaper.pdf13796994
https://news.lenovo.com/pressroom/press-releases/lenovo-university-of-southampton-hpc-partnership/?utm_source=openaihttps://news.lenovo.com/pressroom/press-releases/lenovo-university-of-southampton-hpc-partnership/?utm_source=openai151973095
https://arxiv.org/abs/2503.11246https://arxiv.org/abs/2503.11246165976196
https://www.supermicro.com/en/solutions/high-performance-computing?utm_source=openaihttps://www.supermicro.com/en/solutions/high-performance-computing?utm_source=openai139961394
https://arxiv.org/abs/2511.21413https://arxiv.org/abs/2511.21413165976196
https://www.penguinsolutions.com/en-us/industries/higher-education?utm_source=openaihttps://www.penguinsolutions.com/en-us/industries/higher-education?utm_source=openai12295194
https://www.delltechnologies.com/asset/en-us/products/cross-company/industry-market/prowess-dell-provides-world-s-broadest-end-to-end-ai-portfolio-competitive-whitepaper.pdfhttps://www.delltechnologies.com/asset/en-us/products/cross-company/industry-market/prowess-dell-provides-world-s-broadest-end-to-end-ai-portfolio-competitive-whitepaper.pdf145961094
https://www.cambridgecomputer.com/research-computing/?utm_source=openaihttps://www.cambridgecomputer.com/research-computing/?utm_source=openai11795294
https://en.wikipedia.org/wiki/CoreWeavehttps://en.wikipedia.org/wiki/CoreWeave180987697
https://www.thinkmate.com/solutions/education-and-research?utm_source=openaihttps://www.thinkmate.com/solutions/education-and-research?utm_source=openai11495094
https://en.wikipedia.org/wiki/Leonardo_%28supercomputer%29https://en.wikipedia.org/wiki/Leonardo_%28supercomputer%29180987697
https://www.exxactcorp.com/blog/hpc/exxact-configurable-solutions-enable-hpc-on-all-levels?utm_source=openaihttps://www.exxactcorp.com/blog/hpc/exxact-configurable-solutions-enable-hpc-on-all-levels?utm_source=openai12295494
https://www.reddit.com/r/VoltagePark/comments/1t049ml/we_had_aigt_independently_benchmark_our_32x/https://www.reddit.com/r/VoltagePark/comments/1t049ml/we_had_aigt_independently_benchmark_our_32x/172976496
https://docs.lambda.ai/?utm_source=openaihttps://docs.lambda.ai/?utm_source=openai133951894
https://i.dell.com/sites/doccontent/business/solutions/hpcc/en/Documents/gpu-hpc-whitepaper-dell-cambridge-01032011.pdfhttps://i.dell.com/sites/doccontent/business/solutions/hpcc/en/Documents/gpu-hpc-whitepaper-dell-cambridge-01032011.pdf153973395
https://www.reddit.com/r/OfficialHIVE/comments/1uccfzx/hives_paraguay_ai_infrastructure_performance/https://www.reddit.com/r/OfficialHIVE/comments/1uccfzx/hives_paraguay_ai_infrastructure_performance/172976496
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Every domain the AI models recommended in web-search fanout runs for Research Computing Director, ranked by the influence-weighted score from the Score chart above, with each domain's link authority from the Common Crawl web graph. Click a domain for its site profile.

DomainScoreAppearances% of QueriesDomain PRDomain HCHost PRHost HC
nvidia.com4.748.058972695
hpe.com4.148.050972295
dell.com3.936.053972895
penguinsolutions.com2.148.02295194
delltechnologies.com1.412.045961094
lenovo.com1.136.051972195
lambdalabs.com0.936.031962295
supermicro.com0.848.039961394
microway.com0.412.01795093
coreweave.com0.424.031951595
cambridgecomputer.com0.324.01795294
thinkmate.com0.224.01495094
siliconmechanics.com0.212.01795093
cisco.com0.212.058973295
amd.com0.224.055972395
ciq.com0.212.027962095
exxactcorp.com0.112.02295494
vast.ai0.112.025951895
lambda.ai0.112.033952295
advancedhpc.com0.112.01195293
megware.com0.112.01795393
eviden.com0.112.032963795
clustervision.com0.112.01395494
nor-tech.com0.112.01395893
fujitsu.com0.112.048971195
bizon-tech.com0.112.01495895
hpc.co.jp0.012.01796194
intel.com0.012.058973395