GPU AI Infrastructure Vendors

Startup ML Founder

Forum Search

Dominant · Best Search Engine Rank ρ=0.667

AI recommendation signal analysis across 125 domains for the Startup ML Founder persona in GPU AI Infrastructure Vendors.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.

Download this report (.xlsx)

125Domains Tracked

Startup ML Founder_persona.report

DomainScore

reddit.com

60.1

discuss.huggingface.co

14.8

facebook.com

12.3

windowsforum.com

9.0

linkedin.com

8.6

Domains rankedn = 25

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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

Hear unfiltered customers

Forum results are where real buyers compare, complain, and recommend with no marketing filter. Find the communities that own your topics, the threads worth joining, and the objections your content should be answering.

How It's Calculated

Where the numbers come from

Google's forum results for this industry's queries, aggregated two ways: by domain (rank-weighted score plus appearance counts) and by exact URL (appearance count, ties broken by average rank).

Overview

What's on this page

Domain charts and the complete result list.

Search Data

Forum Search

How often each domain appeared in Google's Forum Search results for Startup ML Founder queries. Score is a rank-weighted sum (higher-ranked appearances count for more); count and % are plain appearance tallies.

By Appearance Count

All Results

Every result for Startup ML Founder's Forum Search queries, ranked by how many times each exact URL appeared (ties broken by average rank position, so appearing higher up wins). Title and URL links open in a new tab.

Title	URL	Appearances	Domain PR	Domain HC	Host PR	Host HC

curious how you choose your cloud GPU provider?	https://discuss.huggingface.co/t/startup-founder-here-curious-how-you-choose-your-cloud-gpu-provider/158929	47	56	97	15	95
Estimates of GPU or equivalent resources of large AI ...	https://www.lesswrong.com/posts/bdQhzQsHjNrQp7cNS/estimates-of-gpu-or-equivalent-resources-of-large-ai-players	35	38	96	19	95
30 significant competitors to CoreWeave, categorized by ...	https://university.tenten.co/t/30-significant-competitors-to-coreweave-categorized-by-their-primary-market-position/2231	31	13	95	2	94
🚀 Unlock Greater Value from Your Cloud AI Investments!	https://www.linkedin.com/posts/davidlinthicum_the-great-gpu-scam-why-your-cloud-ai-budget-activity-7403784535743811584-wO-j	28	90	98	73	97
Google Cloud Wins with Lovable and Windsurf as AI ...	https://windowsforum.com/threads/google-cloud-wins-with-lovable-and-windsurf-as-ai-startups-accelerate-growth.381681/	26	25	96	20	95
NVIDIA's $3M AI server and the rise of custom ASICs	https://www.linkedin.com/posts/keuphrat_how-nvidia-gpus-compare-to-googles-and-amazon-activity-7397751944548737024-aQJE	22	90	98	73	97
How top ai startups build backend infrastructure	https://www.facebook.com/groups/1248313253326186/posts/1526889015468607/	19	96	99	78	97
Nebius and Saturn Cloud launch first	https://www.facebook.com/groups/2355224927981488/posts/2876296902540952/	16	96	99	78	97
Thread: India Now Has a Sovereign GPU Cloud for AI	https://forums.hostsearch.com/showthread.php?143745-India-Now-Has-a-Sovereign-GPU-Cloud-for-AI	16	23	96	14	95
What's the best cloud based company to rent a GPU from?	https://www.reddit.com/r/LocalLLM/comments/1qs0tkq/whats_the_best_cloud_based_company_to_rent_a_gpu/	15	72	97	64	96
E2E Networks Ltd - Listed small Cloud computing player	https://forum.valuepickr.com/t/e2e-networks-ltd-listed-small-cloud-computing-player/19083?page=8	15	-	-	4	94
AI-Driven Cloud Optimization: Reducing Costs and ...	https://forums.developer.nvidia.com/t/ai-driven-cloud-optimization-reducing-costs-and-maximizing-performance-with-gpu-powered-workloads/342524	15	58	97	27	95
DigitalOcean - AI inference winner?	https://discussion.fool.com/t/digitalocean-ai-inference-winner/123607	15	50	97	19	94
Neoclouds for AI Startups: Renting GPU Power Without Building ...	https://windowsforum.com/threads/neoclouds-for-ai-startups-renting-gpu-power-without-building-datacenters.409124/	14	25	96	20	95
[D] Nvidia's “Join Us or Compete” moment — the GPU ...	https://www.reddit.com/r/MachineLearning/comments/1lbccqj/d_nvidias_join_us_or_compete_moment_the_gpu_cloud/	13	72	97	64	96
How to deploy AI workloads elastically across different ...	https://www.quora.com/How-can-I-deploy-AI-workloads-elastically-across-different-GPU-providers-to-avoid-vendor-lock-in	12	58	97	32	95
CoreWeave Launches Startup Accelerator Program ...	https://semiwiki.com/forum/threads/coreweave-launches-startup-accelerator-program-democratizing-access-to-gpu-compute-in-the-cloud.16848/	12	25	96	18	95
Does anyone have experience with Serverless GPU?	https://www.reddit.com/r/mlops/comments/19f4au9/does_anyone_have_experience_with_serverless_gpu/	11	72	97	64	96
What are the best approaches for CPU vs GPU inference ...	https://www.facebook.com/groups/mlban/posts/2334546363718130/	11	96	99	78	97
Nitesh Rastogi - 𝐆𝐏𝐔-𝐅𝐫𝐞𝐞 𝐀𝐈	https://www.linkedin.com/posts/niteshrastogi_aws-azure-gcp-activity-7297250942918217728-ly5c	11	90	98	73	97
Serverless inference	https://www.digitalocean.com/community/questions/serverless-inference	11	57	97	34	95
Making Enterprise AI Inference and Retrieval Operable	https://windowsforum.com/threads/aws-ec2-g7-blackwell-cuvs-making-enterprise-ai-inference-and-retrieval-operable.430778/	11	25	96	20	95
NVIDIA Inception × AWS Activate: four months in, still no ...	https://forums.developer.nvidia.com/t/nvidia-inception-x-aws-activate-four-months-in-still-no-answer-on-the-org-id-tier-mapping-question/371135	11	58	97	27	95
Best practices for architecting a cost-effective, multi-tenant ...	https://repost.aws/questions/QUEeJosiB5Txu-BbR7qJAjhQ/best-practices-for-architecting-a-cost-effective-multi-tenant-serverless-inference-endpoint-for-a-specialized-finllm-on-aws	11	40	96	34	95
How are you deploying HF models that don't have ...	https://discuss.huggingface.co/t/how-are-you-deploying-hf-models-that-don-t-have-inference-providers/172964	11	56	97	15	95
Seamlessly Scale AI Across Cloud Environments with ...	https://forums.developer.nvidia.com/t/seamlessly-scale-ai-across-cloud-environments-with-nvidia-dgx-cloud-serverless-inference/327528	11	58	97	27	95
AI/ML Model Hosting & Inference Platforms	https://www.benchmarksixsigma.com/forum/topic/40292-aiml-model-hosting-inference-platforms/	11	9	95	0	93
The New Economics of AI: Owning vs Renting GPU ...	https://www.linkedin.com/posts/vijayakumar0328_owning-renting-gpu-activity-7369291405392822273-5rX3	10	90	98	73	97
Cloud GPU services vs having your own, which is better for ...	https://forums.fast.ai/t/cloud-gpu-services-vs-having-your-own-which-is-better-for-ai/99241	10	44	96	16	95
Which GPU cloud provider are you actually using for ...	https://discuss.huggingface.co/t/which-gpu-cloud-provider-are-you-actually-using-for-inference/176453	9	56	97	15	95
How did you pick your GPU cloud server provider?	https://www.quora.com/How-did-you-pick-your-GPU-cloud-server-provider	9	58	97	32	95
Which cloud environment do you recommend for AI ...	https://www.reddit.com/r/mlops/comments/110d5k4/which_cloud_environment_do_you_recommend_for_ai/	8	72	97	64	96
AI companies expanding to full-stack infrastructure	https://www.facebook.com/groups/DeepNetGroup/posts/2866691767057020/	8	96	99	78	97
GPU cloud startups scaling AI infrastructure with compute credit ...	https://github.com/CompuX-ai/AI-Compute-Credit-Marketplace/discussions/11	8	82	97	86	97
Top Hybrid Cloud Companies in 2026: Governance, AI ...	https://windowsforum.com/threads/top-hybrid-cloud-companies-in-2026-governance-ai-and-workload-placement.435232/	8	25	96	20	95
Cloud Run GPUs, now GA, makes running AI workloads ...	https://news.ycombinator.com/item?id=44178468	8	57	97	49	96
multi-cloud, open source, or something else?	https://www.gartner.com/peer-community/post/syour-practical-approach-to-reducing-dependence-major-global-ai-providers-multi-cloud-open-source-something-else	8	61	97	24	95
Building Local + Hybrid LLMs on DGX Spark That ...	https://forums.developer.nvidia.com/t/building-local-hybrid-llms-on-dgx-spark-that-outperform-top-cloud-models/359569	8	58	97	27	95
Best gpu cloud providers : r/comfyui	https://www.reddit.com/r/comfyui/comments/1kuhej0/best_gpu_cloud_providers/	7	72	97	64	96
Seeking Affordable GPU Access for Early-Stage Startup (I ...	https://www.reddit.com/r/startups/comments/1nrcdp1/seeking_affordable_gpu_access_for_earlystage/	4	72	97	64	96
Auctionomics launches GPU futures market with OneChronos	https://www.linkedin.com/posts/alexrkonrad_the-startup-and-nobel-prize-winner-launching-activity-7355948168586371072-KvPO	4	90	98	73	97
Bangladesh startup trains AI model through decentralized ...	https://www.facebook.com/groups/startupcommunitybangladesh/posts/1815086269937182/	4	96	99	78	97
Inquiry regarding credit milestone progression (from $5K) ...	https://learn.microsoft.com/en-ie/answers/questions/5926038/inquiry-regarding-credit-milestone-progression-(fr	4	80	97	62	96
What is the cheapest GPU cloud provider?	https://www.thetaforums.com/forum/theta-edge-cloud/2418-compare-gpu-providers-what-is-the-cheapest-gpu-cloud-provider	4	3	94	5	92
The world's RICHEST AI labs run 24/7 on GPUs India ...	https://www.linkedin.com/posts/cashubhamgarg_the-worlds-richest-ai-labs-run-247-on-gpus-activity-7366690474880847873-FIRH	4	90	98	73	97
Cost-Effective Cloud GPU Options for Fine-Tuning and ...	https://www.reddit.com/r/LocalLLaMA/comments/1grxtan/costeffective_cloud_gpu_options_for_finetuning/	2	72	97	64	96
Gpu subscription services - AI Discussions	https://community.deeplearning.ai/t/gpu-subscription-services/880215	2	39	96	7	95
What is the cheapest cloud GPU server for PyTorch?	https://www.quora.com/What-is-the-cheapest-cloud-GPU-server-for-PyTorch	2	58	97	32	95
Seeking Affordable GPU Instances	https://lowendtalk.com/discussion/183817/seeking-affordable-gpu-instances	2	26	95	22	95
Cloud Computing Request - GROMACS forums	https://gromacs.bioexcel.eu/t/cloud-computing-request/8024	2	-	-	10	94
GPU instances cost 5x less than AWS! - Deep Learning	https://forums.fast.ai/t/gpu-instances-cost-5x-less-than-aws/13850	2	44	96	16	95
Which cloud hosting provides GPU servers at the lowest ...	https://www.quora.com/Which-cloud-hosting-provides-GPU-servers-at-the-lowest-cost	2	58	97	32	95
Firmus partners with Nvidia for AI cloud services	https://www.facebook.com/groups/noconfidenceintherockliffgovernment/posts/1339730454323922/	1	96	99	78	97
Should My Startup Use Cloud Services or Local Equipment ...	https://www.reddit.com/r/devops/comments/1i2abdp/should_my_startup_use_cloud_services_or_local/	1	72	97	64	96
Hi all. I haven't posted here in a long time because I've ...	https://www.facebook.com/groups/agoncomputer/posts/1741967859837922/	1	96	99	78	97
Coordinal: A Postmortem.	https://www.lesswrong.com/posts/LuKCepxdb8HpEd9TF/coordinal-a-postmortem	1	38	96	19	95
OpenAI, why are you killing my startup — for the second ...	https://community.openai.com/t/openai-why-are-you-killing-my-startup-for-the-second-time/1355491	1	64	97	31	95
Where can I get a service like Amazon AWS but with strong ...	https://www.quora.com/Where-can-I-get-a-service-like-Amazon-AWS-but-with-strong-GPU-servers-for-Deep-Learning	1	58	97	32	95
NVIDIA vs GPU cloud companies \| Tech Industry	https://www.teamblind.com/post/nvidia-vs-gpu-cloud-companies-2mlftl16	1	31	96	4	94
High CPU Usage all of a sudden	https://learn.microsoft.com/en-us/answers/questions/3928664/high-cpu-usage-all-of-a-sudden	1	80	97	62	96
What innovative companies are out there that have ...	https://www.quora.com/What-innovative-companies-are-out-there-that-have-designed-their-own-chip-for-their-cloud-computing-platform-rather-than-relying-on-Nvidias-hardware	1	58	97	32	95
Is the AI bubble about to burst or is there still real growth ahead?	https://taptu.com/t/is-the-ai-bubble-about-to-burst-or-is-there-still-real-growth-ahead/2335	1	14	95	11	94