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Industry Report

GPU AI Infrastructure Vendors

LLM Fanout Queries
Dominant · Search Engine Appearances ρ=0.427

AI recommendation signal analysis across 742 domains and 11 buyer personas in GPU AI Infrastructure Vendors, led by nvidia.com as the most LLM-recommended domain.

Download this report (.xlsx)
742Domains Tracked
11Buyer Personas
52.7MReddit Posts
146KWikipedia Articles
38.4MOpen Web Matches
llm_fanout_queries.report
QueryLLMs
"apolo.us" or "apolo.ai" "gpu" or "service provider"
1.0
"baseten.co" or "replicate.com"
1.0
"coreweave.com" compliance hipaa fedramp
1.0
Querys rankedn = 3
This is a shortened preview of the GPU AI Infrastructure Vendors report

Many tables and charts on this page show only the top few results; the full data behind them runs far deeper. The complete report unlocks every row, chart, and download for this industry.

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About This Report

How to use this page

Industry view: this page aggregates every persona's data for the whole industry, plus industry-wide queries. Pick a persona from the sidebar to narrow the lens to one segment.
Use Case

See the searches AI runs for itself

When an AI model needs the web to answer, it writes its own search queries. These are those queries, word for word. They show how machines translate buyer questions into searches, so make sure your pages answer the queries the models actually run, not just the ones humans type.

How It's Calculated

Where the numbers come from

During the LLM runs that used web search, we captured every search query each model issued for this segment's questions. Counts are small by nature: a model typically runs only a handful of these searches per question.

Overview

What's on this page

A side-by-side comparison of any two models' queries, and a table of every query with the models that used it.

Model Comparison

Compare two models' fanout queries

The exact web searches each model ran while answering GPU AI Infrastructure Vendors questions, across all personas. Pick a model for each column. Lists are short by nature: a model issues only a handful of searches per question.

  1. edge AI GPU infrastructure rugged remote management zero touch provisioning vendor NVIDIA Dell HPE Lenovo Supermicro Advantech OnLogic Scale Computing
  2. NVIDIA edge AI enterprise fleet management IGX Jetson remote management
  3. Dell NativeEdge edge operations software zero touch provisioning AI edge
  4. HPE edge AI inference infrastructure retail factory telecom remote management
  5. Lenovo ThinkEdge AI edge servers rugged remote management
  6. Scale Computing edge AI zero touch provisioning fleet management
  7. Stratus ztC Endurance edge computing AI rugged remote management
  8. AAEON edge AI rugged NVIDIA Jetson remote management
  9. enterprise AI infrastructure GPU platform vendors NVIDIA Dell HPE Lenovo IBM Red Hat VMware Nutanix CoreWeave Lambda Oracle Google Cloud AWS Azure regulated enterprise AI infrastructure
  10. Gartner enterprise AI infrastructure GPU servers AI platforms 2025 NVIDIA Dell HPE Lenovo Supermicro CoreWeave Lambda
  11. Forrester enterprise AI infrastructure platforms GPU cloud AI modernization vendors regulated industries
  12. NVIDIA GB200 NVL72 reference architecture hyperscale AI factory enterprise support
  13. AMD Instinct MI300X hyperscale AI infrastructure OEM cloud deployments
  14. Dell AI Factory NVIDIA rack scale liquid cooling PowerEdge XE9680L
  15. HPE Cray Supercomputing NVIDIA Grace Hopper liquid cooling AI infrastructure
  16. Lenovo ThinkSystem NVIDIA GB200 NVL72 AI infrastructure liquid cooled hyperscale
  17. Supermicro NVIDIA GB200 NVL72 rack scale liquid cooled AI data center
  18. Cisco AI POD NVIDIA reference architecture hyperscale AI infrastructure
  19. Oracle Cloud Infrastructure NVIDIA GPU supercluster RDMA cluster 131072 GPUs
  20. Lenovo ThinkSystem SC777 V4 Neptune NVIDIA GB200 NVL72
  21. ASUS AI POD NVIDIA GB200 NVL72 liquid cooled rack scale
  22. GIGABYTE NVIDIA GB200 NVL72 AI server liquid cooling
  23. CoreWeave NVIDIA GB200 NVL72 AI cloud hyperscale
  24. production AI inference GPU cloud provider low latency autoscaling observability networking NVIDIA H100 inference
  25. GPU cloud inference platform production autoscaling Kubernetes observability pricing
  26. AI infrastructure inference cloud providers production enterprise GPU
  27. site:aws.amazon.com AI inference GPU autoscaling observability production
  28. site:cloud.google.com AI inference GPU autoscaling model serving Vertex AI
  29. site:learn.microsoft.com Azure AI Foundry inference autoscale GPU Kubernetes monitoring
  30. CoreWeave inference autoscaling observability Kubernetes GPU cloud official
  31. Lambda GPU cloud inference autoscaling observability official
  32. Together AI inference production low latency enterprise GPU infrastructure official
  33. Runpod serverless GPU autoscaling inference observability official
  34. NVIDIA NIM inference microservices Kubernetes observability autoscaling official
  35. Oracle Cloud Infrastructure GPU AI inference autoscaling Kubernetes monitoring official
  36. Gcore inference at the edge GPU cloud AI infrastructure official
  37. Cerebras inference cloud low latency enterprise official
  38. GPU AI infrastructure partner program managed service providers white label multitenant billing
  39. NVIDIA DGX Cloud Lepton partners AI infrastructure service providers
  40. Dell AI Factory partner managed services GPU infrastructure
  41. HPE Private Cloud AI partner managed service provider GPU infrastructure
  42. media entertainment GPU AI infrastructure rendering vendor cloud render farm NVIDIA RTX storage networking
  43. GPU cloud rendering VFX media entertainment AI infrastructure vendor render management storage
  44. media and entertainment GPU infrastructure AI rendering simulation on-prem colocation cloud vendors
  45. render farm GPU cloud media entertainment vendor AI infrastructure
  46. CoreWeave media entertainment rendering VFX GPU cloud official
  47. AWS Deadline Cloud render farm media entertainment official GPU
  48. Microsoft Azure media entertainment rendering GPU cloud official
  49. Google Cloud media entertainment rendering GPU cloud official
  50. NVIDIA media entertainment AI rendering infrastructure official
  51. Dell AI Factory NVIDIA media entertainment rendering storage official
  52. Lenovo media entertainment AI rendering GPU infrastructure official
  53. HPE AI Nvidia media entertainment GPU infrastructure official
  54. top GPU cloud AI infrastructure providers NVIDIA DGX Cloud AWS Azure Google Cloud CoreWeave Lambda RunPod Paperspace Oracle Cloud Crusoe Together AI 2026
  55. GPU cloud provider comparison AI infrastructure NVIDIA H100 B200 GB200 2026
  56. AI infrastructure cloud GPU providers CoreWeave Lambda Labs RunPod Paperspace Oracle Cloud NVIDIA DGX Cloud
  57. regulated enterprise AI infrastructure GPU private cloud compliance NVIDIA DGX Cloud secure AI factory
  58. GPU cloud regulated industries FedRAMP HIPAA SOC 2 AI infrastructure private deployments
  59. enterprise AI infrastructure private hybrid GPU cloud compliance healthcare finance government vendors
  60. AI infrastructure vendor regulated enterprise compliance audit encryption access controls logging GPU
  61. AWS AI infrastructure compliance HIPAA FedRAMP NVIDIA GPUs documentation
  62. Microsoft Azure AI infrastructure compliance confidential computing NVIDIA GPUs regulated industries
  63. Google Cloud AI infrastructure compliance NVIDIA GPU HIPAA FedRAMP documentation
  64. Oracle Cloud Infrastructure sovereign AI dedicated region NVIDIA GPU compliance
  65. HPE Private Cloud AI compliance air gapped regulated industries NVIDIA official
  66. Dell AI Factory with NVIDIA private cloud regulated industries security compliance official
  67. IBM Cloud GPU AI infrastructure compliance regulated industries confidential computing official
  68. CoreWeave compliance SOC 2 HIPAA GPU cloud regulated industries official
  69. GPU AI infrastructure vendors higher education research computing HPC NVIDIA DGX SuperPOD Lenovo Dell HPE Supermicro Lambda Penguin Solutions Thinkmate Exxact Eviden academic HPC AI clusters Slurm InfiniBand storage
  70. university research computing GPU cluster vendor Slurm InfiniBand NVIDIA academic case study Dell HPE Lenovo Supermicro Lambda
  71. HPCwire AI infrastructure vendors research computing higher education GPU clusters 2026
  72. site:delltechnologies.com higher education HPC AI GPU research computing
  73. site:hpe.com research computing HPC AI GPU higher education Slurm NVIDIA
  74. site:lenovo.com HPC AI research computing GPU university higher education
  75. site:supermicro.com HPC AI GPU servers research computing
  76. site:lambda.ai education research GPU cluster higher education HPC
  77. site:thinkmate.com HPC AI GPU clusters universities research
  78. site:exxactcorp.com HPC AI GPU cluster research university
  79. site:markiiisys.com NVIDIA DGX SuperPOD higher education Stanford Marlowe
  80. sovereign AI infrastructure NVIDIA public sector government AI factories
  81. sovereign cloud AI infrastructure GPU public sector vendors HPE Dell Eviden Lenovo Cisco
  82. Oracle sovereign AI cloud public sector GPU infrastructure
  83. CoreWeave sovereign AI cloud government public sector
  84. Eviden sovereign AI factory NVIDIA public sector
  85. Dell AI Factory with NVIDIA sovereign AI government public sector
  86. Lenovo Hybrid AI Advantage NVIDIA sovereign AI public sector
  87. Cisco AI factory NVIDIA government reference design public sector
  88. HPE sovereign AI factory co-engineered with NVIDIA government public sector
  89. Supermicro NVIDIA AI Factory for Government public sector
  90. Nscale sovereign AI infrastructure GPU UK government NVIDIA
  91. Eviden BullSequana AI sovereign public sector supercomputer
  92. GPU cloud pricing H100 H200 B200 AI infrastructure startups API serverless GPUs pricing
  93. best GPU cloud providers AI startups H100 H200 on demand pricing API
  94. AI inference infrastructure startup serverless GPU pricing latest accelerators
  95. GPU cloud provider startup credits AI infrastructure H100 pricing
  96. RunPod serverless GPU cloud pricing API H100 B200
  97. Lambda GPU cloud pricing H100 H200 B200 official
  98. Modal serverless GPU pricing H100 inference training official
  99. CoreWeave cloud GPU infrastructure startups pricing official
  100. Vast.ai GPU rental pricing API H100 B200 official
  101. Nebius AI Cloud GPU pricing H100 H200 B200 official
  102. Together AI inference GPU cloud pricing fine tuning official
  103. Baseten model inference pricing autoscaling GPUs official
  104. Replicate pricing GPUs deployments autoscaling official
  105. Fireworks AI pricing serverless dedicated deployments official inference
  106. Lambda Cloud GPU pricing official H100 H200 B200
  107. Shadeform GPU cloud API pricing H100 H200 official
  108. site:lambda.ai/service/gpu-cloud pricing Lambda GPU cloud H100 B200
  109. Lambda GPU Cloud on-demand pricing H100 B200 lambda.ai
  1. top edge ai deployment platforms scale distributed
  2. edge ai infrastructure vendors hardware ruggedized gpu
  3. enterprise AI infrastructure vendors 2026
  4. enterprise AI infrastructure platforms NVIDIA partners
  5. top GPU cloud providers for enterprise compliance security
  6. "Foxconn" AI server hyperscale
  7. hyperscale GPU infrastructure OEM ODM vendors
  8. hyperscale AI infrastructure vendors hardware builders
  9. "Wiwynn" AI server hyperscale
  10. "Inspur" AI server hyperscale
  11. "Quanta Cloud Technology" AI server OR "QCT"
  12. top AI server manufacturers hyperscale custom design
  13. serverless gpu cloud production inference scale runpod modal replicate
  14. top gpu cloud providers production inference latency throughput
  15. best gpu infrastructure for production inference enterprise
  16. "openmetal.io" gpu OR partner OR "service provider"
  17. "Qubrid" partner OR msp OR "service provider"
  18. white label gpu cloud platform as a service provider
  19. "Rafay" "gpu" partner OR msp OR "service provider" OR "neocloud"
  20. "Saturn Cloud" partner OR "service provider" OR "operator"
  21. "orionvm.com" gpu OR "service provider" OR white label
  22. "Apolo.us" OR "apolo.ai" "gpu" OR "service provider"
  23. "Juno Innovations" gpu "orion"
  24. gpu cloud provider for vfx rendering and generative ai media
  25. cloud render farm gpu infrastructure media entertainment vfx providers
  26. "Juno Innovations" vfx
  27. best AI GPU infrastructure vendors enterprise
  28. top GPU cloud providers AI infrastructure vendors business
  29. "neocloud" compliance GPU SOC 2
  30. "nebius.com" compliance ISO SOC
  31. sovereign cloud GPU AI infrastructure vendors compliance government healthcare finance
  32. AI infrastructure vendors regulated industries hybrid private cloud
  33. private cloud GPU providers HIPAA FedRAMP SOC 2
  34. "coreweave.com" compliance HIPAA FedRAMP
  35. "onesource cloud" GPU AI infrastructure
  36. one source cloud private ai
  37. "corvex.ai" gpu
  38. "vast.ai" compliance BAA HIPAA
  39. "oneqode.com" sovereign
  40. "runpod.io" compliance SOC 2
  41. nor-tech hpc university
  42. microway hpc university
  43. "penguin solutions" hpc university OR research
  44. "silicon mechanics" hpc university OR research
  45. top HPC GPU AI infrastructure vendors research academic lab
  46. hpc systems inc japan hpc
  47. advanced hpc university
  48. sovereign AI cloud infrastructure providers vendors
  49. site:nebius.com sovereign ai
  50. sovereign GPU cloud infrastructure European global
  51. site:scw.cloud OR site:scaleway.com sovereign ai
  52. site:stackit.de sovereign ai
  53. site:nscale.com sovereign ai
  54. "Sovereign AI" vendor "HPE" OR "Lenovo" OR "Oracle" OR "EuroHPC"
  55. "together.ai" OR "fireworks.ai" OR "deepinfra.com"
  56. top GPU cloud providers for AI startups H100 A100 serverless inference
  57. best GPU cloud startups AI infrastructure scale pricing developer friendly
  58. "baseten.co" OR "replicate.com"
Full Results

All fanout queries

Every fanout query for this segment, with how many models used it and which ones. Overlap between models means they translated the same buyer question into the same search, a strong signal that ranking for that query matters.

QueryLLM CountLLMs
"apolo.us" or "apolo.ai" "gpu" or "service provider"1Gemini 3.5 Flash
"baseten.co" or "replicate.com"1Gemini 3.5 Flash
"coreweave.com" compliance hipaa fedramp1Gemini 3.5 Flash
3 querysAll results shown