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GPU AI Infrastructure Vendors

Neutral

Research: Forums, Message Boards
Dominant · SE Outbound Links ρ=0.587

AI recommendation signal analysis across 90 domains for the Neutral persona in GPU AI Infrastructure Vendors.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
Download this report (.xlsx)
90Domains Tracked
Neutral_persona.report
DomainScore
forums.developer.nvidia.com
1.0
discuss.google.dev
0.4
hardforum.com
0.2
ir.forum-markets.com
0.1
discourse.ubuntu.com
0.1
Domains rankedn = 25
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How to use this page

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

Join the right communities

The forums and message boards that own this industry's discussion. Monitor them for pain points and participate where your customers already gather.

How It's Calculated

Where the numbers come from

We run forums, message boards queries for this industry through Google and aggregate every result: domains by rank-weighted score (higher positions count for more) and appearance count, exact URLs by appearance count, and the most common title phrases.

Overview

What's on this page

Domain and URL charts, the full result list, and title n-gram tables.

Research

Research: Forums, Message Boards

Domains appearing in Google results for Neutral's Research: Forums, Message Boards queries. Score is a rank-weighted sum (higher-ranked appearances count for more); count is a plain appearance tally.

By Score

Top URLs

Individual pages (not just domains) ranked by the same rank-weighted score, labeled by page title.

By Appearance Count

All Results

Every result for Neutral's Research: Forums, Message Boards queries, ranked by how many times each exact URL appeared (ties broken by average rank position, so appearing higher up wins), a different aggregation than the score-based charts above. Title and URL links open in a new tab.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
Cloud Infrastructure as a Servicehttps://community.ibm.com/community/user/viewdocument/ibm-clouds-exclusive-offer-on-nvid?CommunityKey=df0ffaf7-cfe1-4994-88f8-9c829aa1e02f&tab=librarydocuments266973595
Is your Infrastructure Ready for GPUs and AI Agents?https://www.youtube.com/watch?v=9D9nhx7L-Oc&vl=en291997597
Architecting High-Performance AI Infrastructurehttps://www.megaport.com/resources/webinars/architecting-high-performance-ai-infrastructure/238961294
AI, GPU, and HPC Data Centershttps://community.cadence.com/cadence_blogs_8/b/data-center/posts/ai-gpu-and-hpc-data-centers-the-infrastructure-behind-modern-ai237961795
AI Infrastructure: Reframing the GPU vs. ASIC Debatehttps://www.tdsecurities.com/ca/en/ai-infrastructure-reframing-gpu-vs-asic22595094
The Counterintuitive Networking Decisions Behind ...https://towardsdatascience.com/the-counterintuitive-networking-decisions-behind-openais-131000-gpu-training-fabric/252974396
Revolutionizing GPU-as-a-Service for Maximum Efficiencyhttps://www.slideshare.net/slideshow/revolutionizing-gpu-as-a-service-for-maximum-efficiency/277185320261973095
Infrastructure & Networkinghttps://forums.developer.nvidia.com/c/infrastructure/369158972795
GCE GPU monitoring guide: Visualizing infrastructure ...https://discuss.google.dev/t/gce-gpu-monitoring-guide-visualizing-infrastructure-observability-operations-and-actionable-insights/3673181--4395
NVIDIA and Intel to Develop AI Infrastructure and Personal ...https://hardforum.com/threads/nvidia-and-intel-to-develop-ai-infrastructure-and-personal-computing-products.2043562/124951695
Forum to Participate in AI Chip Infrastructure Financing to ...https://ir.forum-markets.com/news-events/press-releases/detail/116/forum-to-participate-in-ai-chip-infrastructure-financing-to-purchase-nvidia-gpus-targets-returns-in-the-mid-teens1--393
Infrastructure-Wide Profiling of Nvidia CUDAhttps://discourse.ubuntu.com/t/infrastructure-wide-profiling-of-nvidia-cuda/67248159973495
Is there a publicly released version of CESM based on ...https://bb.cgd.ucar.edu/cesm/threads/is-there-a-publicly-released-version-of-cesm-based-on-gpus.12063/1--895
GPU Infrastructure Requires Specialized Expertisehttps://www.linkedin.com/posts/jackjskywalker_%F0%9D%97%A0%F0%9D%97%AE%F0%9D%97%BB%F0%9D%97%AE%F0%9D%97%B4%F0%9D%97%B6%F0%9D%97%BB%F0%9D%97%B4-%F0%9D%97%9A%F0%9D%97%A3%F0%9D%97%A8-%F0%9D%97%B6%F0%9D%97%BB%F0%9D%97%B3%F0%9D%97%BF%F0%9D%97%AE%F0%9D%98%80%F0%9D%98%81%F0%9D%97%BF%F0%9D%98%82%F0%9D%97%B0%F0%9D%98%81%F0%9D%98%82%F0%9D%97%BF%F0%9D%97%B2-activity-7450999274546520064-MCE8190987397
NVIDIA and Intel to Develop AI Infrastructure and Personal ...https://forums.anandtech.com/threads/nvidia-and-intel-to-develop-ai-infrastructure-and-personal-computing-products.2632118/page-151--2595
Forum to Participate in AI Chip Infrastructure Financing ...https://www.prnewswire.com/news-releases/forum-to-participate-in-ai-chip-infrastructure-financing-to-purchase-nvidia-gpus-targets-returns-in-the-mid-teens-302737015.html164971895
Nvidia AWS Azure Google Lead the Compute Frontierhttps://windowsforum.com/threads/ai-infrastructure-wars-nvidia-aws-azure-google-lead-the-compute-frontier.393496/125962095
The Official NVIDIA Forumshttps://www.nvidia.com/en-us/forums/158972695
Remote GPUhttps://iowngf.org/remote-gpu/122951995
Maximize AI Infrastructure ROI with GPU Cluster Monitoringhttps://www.penguinsolutions.com/en-us/resources/blog/get-full-value-from-your-ai-infrastructure12295194
Transforming your GPU infrastructure into a co...https://avesha.io/resources/blog/transforming-your-gpu-infrastructure-into-a-competitive-advantage11595894
GaN Talk Bloghttps://epc-co.com/epc/about-epc/gan-talk-blog/post/26281117951295
The GPU Directory | A community-driven map of AI infrastructurehttps://www.thegpu.directory/1092091
Systems Engineer – HPC & GPU Infrastructurehttps://careers.leidos.com/jobs/17877392-systems-engineer-hpc-and-gpu-infrastructure142961095
How to Build GPU Infrastructure for AI Agents: The 2026 ...https://www.spheron.network/blog/gpu-infrastructure-ai-agents-2026/11895794
Compute Accelerator Forum - GPU Infrastructure - Indicohttps://indico.cern.ch/event/950196/1--3495
The next frontier of AI infrastructure isn't GPUs—it's fiber...https://www.moomoo.com/community/feed/the-next-frontier-of-ai-infrastructure-isn-t-gpus-it-11686184216167012996994
The Future of AI Infrastructure (Ft. Oracle & NVIDIA)https://www.betaworks.com/event/the-future-of-ai-infrastructure-ft-oracle-nvidia124952495
Senior Hardware Engineer - GPU & AI Infrastructurehttps://careers.roblox.com/jobs/7463674152971095
Building Scalable AI Infrastructure: Neoclouds, GPU Clusters ...https://video.cisco.com/detail/video/6389204638112158971294
What is a GPU & Its Importance for AIhttps://cloud.google.com/discover/gpu-for-ai199996296
Rafay Events | AI Infrastructure & GPU Cloud Conferenceshttps://rafay.co/events124951595
Write a blog post about GPU timeslicing once we have a ...https://github.com/2i2c-org/infrastructure/issues/7796182978697
NVIDIA AI Infrastructure (@NVIDIAAIInfra) / Posts / Xhttps://x.com/NVIDIAAIInfra183979297
CoreWeave: The Essential Cloud for AIhttps://www.coreweave.com/131951595
Runpod: The AI Developer Cloudhttps://www.runpod.io/131951795
Validating Multi Node, Multi GPU Slurm Clustershttps://techcommunity.microsoft.com/blog/azurehighperformancecomputingblog/ai-infrastructure-preflight-at-user-space-validating-multi-node-multi-gpu-slurm-/4522284180975396
GPU Stack CI Infrastructure Engineer in San Jose, Californiahttps://careers.amd.com/careers-home/jobs/84959?lang=en-us15597694
Slurm on Crusoe Managed Kuberneteshttps://www.crusoe.ai/resources/blog/slurm-on-crusoe-managed-kubernetes-how-we-built-managed-gpu-training-infrastructure127951795
Level1Techs Forumshttps://forum.level1techs.com/124961495
Challenges in Scaling a GPU Infrastructurehttps://arxiv.org/abs/2110.05156165976196
Efficient GPU infrastructure at LinkedIn - Videohttps://home.mlops.community/public/videos/efficient-gpu-infrastructure-at-linkedin127961195
The Core 100: Life Sciences Infrastructure Forumhttps://beexecutiveevents.com/events/the-core-100/1394194
What is GPU as a Service (GPUaaS)?https://www.lenovo.com/us/en/glossary/gpu-as-a-service/?srsltid=AfmBOoqlkaIXmInBZuV4_mlhegMVmAdaFN44f0gftOBcolRn_7yeB5lt151972195
GPU Cloud: No One's Safe - MLOps Communityhttps://mlopscommunity.substack.com/p/gpu-cloud-no-ones-safe16597094
GPU Deployment Guide: Enterprise AI Infrastructure | Introl Bloghttps://introl.com/blog/gpu-deployments-the-definitive-guide-for-enterprise-ai-infrastructure118951495
Meta AI open sources GCM for better GPU cluster monitoringhttps://www.facebook.com/groups/DeepNetGroup/posts/2743298729396325/196997897
Principal Kubernetes GPU Infrastructure Engineer Job in Santa ...https://www.careerbuilder.com/job-details/principal-kubernetes-gpu-infrastructure-engineer-santa-clara-ca--2b7f0af7-3983-48f9-bb4d-8df315749fc4146971695
Modal: High-performance AI infrastructurehttps://modal.com/136952995
Topics tagged graphics-processing-units-gpushttps://discuss.google.dev/tag/graphics-processing-units-gpus/1431--4395
Set up GPU Passthrough | Private Cloud Directorhttps://docs.platform9.com/private-cloud-director/gpu/gpu-support-pcd/set-up-gpu-passthrough12895494
GPUs Without the Headache: Scaling AI Infrastructure for ...https://www.youtube.com/watch?v=vwZ0IEXg3b0191997597
Leading European Telcos Build AI Infrastructure With NVIDIA ...https://nolfgirl.net/Unityhq/forums/topic/65528-leading-european-telcos-build-ai-infrastructure-with-nvidia-for-regional-enterprises/1294294
NVIDIA puts GPU orchestration in community handshttps://www.helpnetsecurity.com/2026/03/24/nvidia-kubernetes-gpu-driver-community/14797794
GPU Infrastructure Automationhttps://www.quali.com/glossary/gpu-infrastructure-automation/12095194
Beyond GPUs: Marvell Technology Emerges as Key AI ...https://www.csba.org/expert-time/Beyond-GPUs-Marvell-Technology-Emerges-as-Key-AI-Infrastructure-Player-Says-Nvidia-CEO-27-6480124961295
Efficient GPU infrastructure a… - MLOps.communityhttps://podcasts.apple.com/us/podcast/efficient-gpu-infrastructure-at-linkedin-animesh-singh/id1505372978?i=1000701253737&utm_campaign=Weekly+Newsletter+-+2025-04-03+%28US%29&utm_content=Weekly+Newsletter&utm_medium=OwgMDCEWKQoMASgTKVtUVXglLwQFDCFLKwYJ&utm_source=customer.io185986496
GPU Utilization Is Breaking: AI Infrastructure Needs a New …https://jimmysong.io/blog/beyond-gpu-utilization-productive-gpu-hours/122951195
GPU stopped working - Hardware & Infrastructurehttps://community.spiceworks.com/t/gpu-stopped-working/1181819148973095
Green Computing with Remote GPU Service for Generative ...https://iowngf.org/green-computing-with-remote-gpu-service-for-generative-ai-llm-use-case/122951995
GPU is the New Bandwidth, The case for local AI in ...https://nethope.org/toolkits/gpu-is-the-new-bandwidth-the-case-for-local-ai-in-humanitarian-work/138963195
Achieving Deep Visibility in High-Performance GPU Fleetshttps://blogs.oracle.com/cloud-infrastructure/high-performance-gpu-fleet-visibility172974296
This Open-Source Tool Measures GPU Cluster Utilizationhttps://mlops.community/blog/this-open-source-tool-measures-gpu-cluster-utilization-heres-why-that-matters127961795
HUMAIN Expands Strategic Partnership with NVIDIA ...https://www.humain.com/en/news/humain-expands-strategic-partnership-nvidia.html11895093
GPU Scarcity Isn't the Problem Anymore. GPU Allocation ...https://dev.to/ntctech/gpu-scarcity-isnt-the-problem-anymore-gpu-allocation-governance-is-c2e155975096
Latest NGC GPU Cloud topicshttps://forums.developer.nvidia.com/c/accelerated-computing/nvidia-gpu-cloud-ngc-users/25158972795
Flex on Instagram: " On the road to NVIDIA GTC. Our team is ...https://www.instagram.com/reel/DV19iOdjwmf/?hl=en193998197
California explores possibility of public GPU infrastructurehttps://www.marketplace.org/story/2025/10/13/california-explores-possibility-of-public-gpu-infrastructure14897895
Q&A with Speakers of 'Beyond the Chip' Keynote on AI ...https://nanog.org/stories/articles/nanog-96-opens-with-beyond-the-chip-keynote-on-ai-hpc-infrastructure-needs/144971995
LG AI Researchhttps://www.facebook.com/LG.ResearchAI/posts/gpu-infrastructure-has-become-the-fundamental-engine-driving-modern-ai-agents-ye/998386843158713/196997897
Will GPUs dominate future telco infrastructure? - TelecomTVhttps://www.telecomtv.com/content/telcos-and-ai-channel/will-gpus-dominate-future-telco-infrastructure-50698/13095094
The GPU was never designed for AI. Yet today, it's ...https://www.instagram.com/p/DaQPiopDF4o/193998197
Brev.dev Leverages Akash Network's Permissionless GPU ...https://akash.network/blog/brev-dev-leverages-akash-networks-permissionless-gpu-infrastructure-to-seamlessly-scale/123951995
System Status News - ACCESS Operationshttps://operations.access-ci.org/infrastructure_news127961195
CoreSite's Chicago AI-Optimized Infrastructure Powers ...https://www.coresite.com/news/coresites-chicago-ai-optimized-infrastructure-powers-stns-gpu-one-platform-and-helps-deliver-significant-savings13796294
RBC Borealis announces new AI infrastructure, developed ...https://rbcborealis.com/research-blogs/rbc-borealis-announces-new-ai-infrastructure-developed-red-hat-and-nvidia/120951494
HAMi at KubeCon + CloudNativeCon India 2026: Bringing GPU ...https://project-hami.io/blog/kubecon-india-2026-recap11095294
Aethir GPU Benchmark: Anyone Protocol's AI & Privacy ...https://ecosystem.aethir.com/blog-posts/anyone-networks-review-of-aethirs-decentralized-gpu-cloud-infrastructure11995594
Infrastructure Gpu Cloud Computing Service Providers AI ...https://www.kathidgc.com/?a=138680240519101093092
Meta's Infrastructure Evolution and the Advent of AIhttps://engineering.fb.com/2025/09/29/data-infrastructure/metas-infrastructure-evolution-and-the-advent-of-ai/1--4295
You Don't Need the GPUs They're Selling Youhttps://substack.frontierfoundry.com/p/you-dont-need-the-gpus-theyre-selling1--494
The OS for AI factories is officially released production ...https://www.instagram.com/p/DV9ZnJ7ElKX/?hl=en193998197
Building Data Centers for GPU Clouds - Video | Agentic AI ...https://home.mlops.community/public/videos/building-data-centers-for-gpu-clouds127961195
After the Power Crunch, AI Infrastructure Hits a Silicon Wallhttps://www.datacenterknowledge.com/infrastructure/after-the-power-crunch-ai-infrastructure-hits-a-gpu-wall14196294
Blog - Verda, full-stack AI cloudhttps://verda.com/blog121951794
World in midst of biggest infrastructure buildout as AI shapes ...https://www.scmp.com/tech/tech-war/article/3340709/watch-nvidia-ceo-jensen-huang-speak-davos14997995
Saturate your Tensor Cores: Intel at NVIDIA GTC 2026https://community.intel.com/t5/Blogs/Tech-Innovation/Artificial-Intelligence-AI/Saturate-your-Tensor-Cores-Intel-at-NVIDIA-GTC-2026/post/1742832158972795
Davos 2026: Nvidia CEO Jensen Huang on the future of AIhttps://www.weforum.org/stories/2026/01/nvidia-ceo-jensen-huang-on-the-future-of-ai/160971895
The Need for AI Infrastructure Solutions to Focus on GPU ...https://www.f5.com/company/blog/the-need-for-ai-infrastructure-solutions-to-focus-on-gpu-optimization152974495
AI Server & Infrastructure Foundations with NVIDIAhttps://learning.dell.com/content/dell/en-us/home/certification-overview/certificationandbadges/ai-server---infrastructure-foundations-with-nvidia.html153971194
ISV Certification and GPU Infrastructure: Why It Matters ...https://1legion.com/blog/isv-certification-and-gpu-infrastructure-why-it-matters-more-than-you-think-for-media-workloads1494693
VMware Workstation - Broadcom Communityhttps://community.broadcom.com/vmware-cloud-foundation/communities/community-home/digestviewer/viewthread?GroupId=7171&MessageKey=b277a419-dbc1-4b17-be9a-bede9657319f&CommunityKey=fb707ac3-9412-4fad-b7af-018f5da56d9f150973795
92 resultsAll results shown
Phrase Frequency

Title N-Grams

Most common word phrases (2 to 7 words) across every result title for these queries.

2-grams

22ai infrastructure
12gpu infrastructure
6for ai
5as a
5a service
5of ai
4the gpu
4high performance
4gpu cloud
3gpu cluster
3ai agents
3performance ai
3gpu as
3service for
3with nvidia
3data centers
2nvidia and
2and intel
2intel to
2to develop
2develop ai
2infrastructure and
2and personal
2forum to
2to participate

3-grams

5as a service
3of ai infrastructure
3high performance ai
3performance ai infrastructure
3gpu as a
2nvidia and intel
2and intel to
2intel to develop
2to develop ai
2develop ai infrastructure
2ai infrastructure and
2infrastructure and personal
2forum to participate
2to participate in
2participate in ai
2in ai chip
2ai chip infrastructure
2chip infrastructure financing
2gpu cluster monitoring
2is your infrastructure
2your infrastructure ready
2infrastructure ready for
2ready for gpus
2for gpus and
2gpus and ai

4-grams

3high performance ai infrastructure
3gpu as a service
2nvidia and intel to
2and intel to develop
2intel to develop ai
2to develop ai infrastructure
2develop ai infrastructure and
2ai infrastructure and personal
2forum to participate in
2to participate in ai
2participate in ai chip
2in ai chip infrastructure
2ai chip infrastructure financing
2is your infrastructure ready
2your infrastructure ready for
2infrastructure ready for gpus
2ready for gpus and
2for gpus and ai
2gpus and ai agents
2cloud infrastructure as a
2infrastructure as a service
2architecting high performance ai
2the future of ai
2revolutionizing gpu as a
2as a service for

5-grams

2nvidia and intel to develop
2and intel to develop ai
2intel to develop ai infrastructure
2to develop ai infrastructure and
2develop ai infrastructure and personal
2forum to participate in ai
2to participate in ai chip
2participate in ai chip infrastructure
2in ai chip infrastructure financing
2is your infrastructure ready for
2your infrastructure ready for gpus
2infrastructure ready for gpus and
2ready for gpus and ai
2for gpus and ai agents
2cloud infrastructure as a service
2architecting high performance ai infrastructure
2revolutionizing gpu as a service
2gpu as a service for
2as a service for maximum
2a service for maximum efficiency
2ai infrastructure reframing the gpu
2infrastructure reframing the gpu vs
2reframing the gpu vs asic
2the gpu vs asic debate
2ai gpu and hpc data

6-grams

2nvidia and intel to develop ai
2and intel to develop ai infrastructure
2intel to develop ai infrastructure and
2to develop ai infrastructure and personal
2forum to participate in ai chip
2to participate in ai chip infrastructure
2participate in ai chip infrastructure financing
2is your infrastructure ready for gpus
2your infrastructure ready for gpus and
2infrastructure ready for gpus and ai
2ready for gpus and ai agents
2revolutionizing gpu as a service for
2gpu as a service for maximum
2as a service for maximum efficiency
2ai infrastructure reframing the gpu vs
2infrastructure reframing the gpu vs asic
2reframing the gpu vs asic debate
2ai gpu and hpc data centers
1gce gpu monitoring guide visualizing infrastructure
1in ai chip infrastructure financing to
1infrastructure wide profiling of nvidia cuda
1is there a publicly released version
1there a publicly released version of
1a publicly released version of cesm
1publicly released version of cesm based

7-grams

2nvidia and intel to develop ai infrastructure
2and intel to develop ai infrastructure and
2intel to develop ai infrastructure and personal
2forum to participate in ai chip infrastructure
2to participate in ai chip infrastructure financing
2is your infrastructure ready for gpus and
2your infrastructure ready for gpus and ai
2infrastructure ready for gpus and ai agents
2revolutionizing gpu as a service for maximum
2gpu as a service for maximum efficiency
2ai infrastructure reframing the gpu vs asic
2infrastructure reframing the gpu vs asic debate
1participate in ai chip infrastructure financing to
1is there a publicly released version of
1there a publicly released version of cesm
1a publicly released version of cesm based
1publicly released version of cesm based on
1nvidia aws azure google lead the compute
1aws azure google lead the compute frontier
1maximize ai infrastructure roi with gpu cluster
1ai infrastructure roi with gpu cluster monitoring
1transforming your gpu infrastructure into a co
1the gpu directory a community driven map
1gpu directory a community driven map of
1directory a community driven map of ai