Evidence floor met in this release.
AI InfrastructureStatePublished Observed runs108 Run dates7 Observed domains270
Published segment leaderboard
AI Infrastructure: Top lists in the Machine Relations Index
This leaderboard uses only the AI Infrastructure / Top lists segment denominator: 108 observed answer runs across 7 dates.
Segment-specific denominator. Not the overall domain denominator.
Release floor: 7 dates.
Only released domains with evidence in this exact segment.
Leaderboard
Segment-specific cited sources
Rates, runs and rank are the producer's segment-specific values. Overall domain rates and engine breadth are not used as category rates.
| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---|---|---|---|---|
| #1 of 270 | Spheron.networkspheron.network | Other observed source | 37.04% | 40 | 108 | 7 | Unavailable |
| #2 of 270 | Nvidia.comnvidia.com | Vendor-owned source | 25.00% | 27 | 108 | 7 | Unavailable |
| #3 of 270 | Mediummedium.com | Editorial publication | 24.07% | 26 | 108 | 7 | Unavailable |
| #4 of 270 | Redditreddit.com | Community and social platform | 24.07% | 26 | 108 | 7 | Unavailable |
| #5 of 270 | Introl.comintrol.com | Other observed source | 19.44% | 21 | 108 | 7 | Unavailable |
| #6 of 270 | Nebius.comnebius.com | Other observed source | 18.52% | 20 | 108 | 7 | Unavailable |
| #7 of 270 | Aiopsschool.comaiopsschool.com | Other observed source | 16.67% | 18 | 108 | 7 | Unavailable |
| #8 of 270 | Onesourcecloud.netonesourcecloud.net | Other observed source | 16.67% | 18 | 108 | 7 | Unavailable |
| #9 of 270 | YouTubeyoutube.com | Search or media platform | 15.74% | 17 | 108 | 7 | Unavailable |
| #10 of 270 | Northflank.comnorthflank.com | Vendor-owned source | 14.81% | 16 | 108 | 7 | Unavailable |
| #11 of 270 | Clankercloud.aiclankercloud.ai | Other observed source | 13.89% | 15 | 108 | 7 | Unavailable |
| #12 of 270 | Getdeploying.comgetdeploying.com | Other observed source | 12.96% | 14 | 108 | 7 | Unavailable |
| #13 of 270 | Langchain.comlangchain.com | Other observed source | 12.96% | 14 | 108 | 7 | Unavailable |
| #14 of 270 | Cloudzero.comcloudzero.com | Other observed source | 12.04% | 13 | 108 | 7 | Unavailable |
| #15 of 270 | Gmicloud.aigmicloud.ai | Other observed source | 12.04% | 13 | 108 | 7 | Unavailable |
| #16 of 270 | Signoz.iosignoz.io | Other observed source | 12.04% | 13 | 108 | 7 | Unavailable |
| #17 of 270 | Devopsschool.comdevopsschool.com | Other observed source | 11.11% | 12 | 108 | 7 | Unavailable |
| #18 of 270 | Mlflow.orgmlflow.org | Vendor-owned source | 11.11% | 12 | 108 | 7 | Unavailable |
| #19 of 270 | Runpod.iorunpod.io | Other observed source | 11.11% | 12 | 108 | 7 | Unavailable |
| #20 of 270 | Vcluster.comvcluster.com | Other observed source | 11.11% | 12 | 108 | 7 | Unavailable |
| #21 of 270 | Arxiv.orgarxiv.org | Academic and government source | 10.19% | 11 | 108 | 7 | Unavailable |
| #22 of 270 | Pulserevops.compulserevops.com | Other observed source | 10.19% | 11 | 108 | 7 | Unavailable |
| #23 of 270 | Rafay.corafay.co | Academic and government source | 10.19% | 11 | 108 | 7 | Unavailable |
| #24 of 270 | Confident-ai.comconfident-ai.com | Other observed source | 9.26% | 10 | 108 | 7 | Unavailable |
| #25 of 270 | Cast.aicast.ai | Other observed source | 8.33% | 9 | 108 | 7 | Unavailable |
| #26 of 270 | Coreweave.comcoreweave.com | Other observed source | 8.33% | 9 | 108 | 7 | Unavailable |
| #27 of 270 | Github.comgithub.com | Community and social platform | 8.33% | 9 | 108 | 7 | Unavailable |
| #28 of 270 | Jarvislabs.aijarvislabs.ai | Other observed source | 8.33% | 9 | 108 | 7 | Unavailable |
| #29 of 270 | Zenml.iozenml.io | Editorial publication | 8.33% | 9 | 108 | 7 | Unavailable |
| #30 of 270 | Braintrust.devbraintrust.dev | Other observed source | 7.41% | 8 | 108 | 7 | Unavailable |
| #31 of 270 | Langfuse.comlangfuse.com | Other observed source | 7.41% | 8 | 108 | 7 | Unavailable |
| #32 of 270 | Runqd.comrunqd.com | Other observed source | 7.41% | 8 | 108 | 7 | Unavailable |
| #33 of 270 | Skypilot.coskypilot.co | Other observed source | 7.41% | 8 | 108 | 7 | Unavailable |
| #34 of 270 | Deploybase.aideploybase.ai | Other observed source | 6.48% | 7 | 108 | 7 | Unavailable |
| #35 of 270 | Sysart.consultingsysart.consulting | Other observed source | 6.48% | 7 | 108 | 7 | Unavailable |
| #36 of 270 | Thundercompute.comthundercompute.com | Other observed source | 6.48% | 7 | 108 | 7 | Unavailable |
| #37 of 270 | Ambertrace.devambertrace.dev | Other observed source | 5.56% | 6 | 108 | 7 | Unavailable |
| #38 of 270 | Galileo.aigalileo.ai | Other observed source | 5.56% | 6 | 108 | 7 | Unavailable |
| #39 of 270 | Gpuperhour.comgpuperhour.com | Other observed source | 5.56% | 6 | 108 | 7 | Unavailable |
| #40 of 270 | Speediyo.comspeediyo.com | Other observed source | 5.56% | 6 | 108 | 7 | Unavailable |
| #41 of 270 | Traceloop.comtraceloop.com | Other observed source | 5.56% | 6 | 108 | 7 | Unavailable |
| #42 of 270 | Vgac.cloudvgac.cloud | Other observed source | 5.56% | 6 | 108 | 7 | Unavailable |
| #43 of 270 | Acecloud.aiacecloud.ai | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #44 of 270 | Altstreet.investmentsaltstreet.investments | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #45 of 270 | Dev.todev.to | Community and social platform | 4.63% | 5 | 108 | 7 | Unavailable |
| #46 of 270 | Firecrawl.devfirecrawl.dev | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #47 of 270 | Kai-scheduler.devkai-scheduler.dev | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #48 of 270 | Lambda.ailambda.ai | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #49 of 270 | Lucaberton.comlucaberton.com | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #50 of 270 | Machinelearningmastery.commachinelearningmastery.com | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #51 of 270 | Openobserve.aiopenobserve.ai | Vendor-owned source | 4.63% | 5 | 108 | 7 | Unavailable |
| #52 of 270 | Atatus.comatatus.com | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #53 of 270 | Computeprices.comcomputeprices.com | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #54 of 270 | F6s.comf6s.com | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #55 of 270 | Github.iogithub.io | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #56 of 270 | LinkedInlinkedin.com | Community and social platform | 3.70% | 4 | 108 | 7 | Unavailable |
| #57 of 270 | Microsoft.commicrosoft.com | Vendor-owned source | 3.70% | 4 | 108 | 7 | Unavailable |
| #58 of 270 | Startupstash.comstartupstash.com | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #59 of 270 | Truefoundry.comtruefoundry.com | Vendor-owned source | 3.70% | 4 | 108 | 7 | Unavailable |
| #60 of 270 | Whatap.iowhatap.io | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #61 of 270 | Ajeetraina.comajeetraina.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #62 of 270 | Alphaoneindex.comalphaoneindex.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #63 of 270 | Anyscale.comanyscale.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #64 of 270 | Codesnippets.infocodesnippets.info | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #65 of 270 | Deepchecks.comdeepchecks.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #66 of 270 | Devopsconsulting.indevopsconsulting.in | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #67 of 270 | Getmaxim.aigetmaxim.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #68 of 270 | Gpus.iogpus.io | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #69 of 270 | Gridstackhub.aigridstackhub.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #70 of 270 | Infracloud.ioinfracloud.io | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #71 of 270 | Interceptit.aiinterceptit.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #72 of 270 | Io.netio.net | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #73 of 270 | Jasper.aijasper.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #74 of 270 | Kubernetes.recipeskubernetes.recipes | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #75 of 270 | Langwatch.ailangwatch.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #76 of 270 | Lo4d.comlo4d.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #77 of 270 | Logz.iologz.io | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #78 of 270 | Oneuptime.comoneuptime.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #79 of 270 | Openlayer.comopenlayer.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #80 of 270 | Orq.aiorq.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #81 of 270 | Parse.glparse.gl | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #82 of 270 | Patronus.aipatronus.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #83 of 270 | Posthog.composthog.com | Editorial publication | 2.78% | 3 | 108 | 7 | Unavailable |
| #84 of 270 | Rack2cloud.comrack2cloud.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #85 of 270 | Redhat.comredhat.com | Vendor-owned source | 2.78% | 3 | 108 | 7 | Unavailable |
| #86 of 270 | Spanlens.iospanlens.io | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #87 of 270 | Sreschool.comsreschool.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #88 of 270 | Trustpilot.comtrustpilot.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #89 of 270 | Turion.aiturion.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #90 of 270 | Volcano.shvolcano.sh | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #91 of 270 | Wwt.comwwt.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #92 of 270 | Acm.orgacm.org | Academic and government source | 1.85% | 2 | 108 | 7 | Unavailable |
| #93 of 270 | Aimultiple.comaimultiple.com | Editorial publication | 1.85% | 2 | 108 | 7 | Unavailable |
| #94 of 270 | Amazon.comamazon.com | Editorial publication | 1.85% | 2 | 108 | 7 | Unavailable |
| #95 of 270 | Amnic.comamnic.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #96 of 270 | Apxml.comapxml.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #97 of 270 | Artificial-intelligence-wiki.comartificial-intelligence-wiki.com | Market and company database | 1.85% | 2 | 108 | 7 | Unavailable |
| #98 of 270 | Awesomeagents.aiawesomeagents.ai | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #99 of 270 | Cloud-gpus.comcloud-gpus.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #100 of 270 | Cloudoptimo.comcloudoptimo.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
Showing the first 100 rows from 270 observed domains.
Release and boundary
How to cite this segment
AI Infrastructure / Top lists: 270 observed source domains in the leaderboard, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/ai-infrastructure/top_list.
Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.
MRI measures observed root-domain citations inside monitored prompts. Segment rates are conditional on this sample and do not claim recommendation quality, traffic, placement availability, or commercial performance.