AI Infrastructure

Published segment leaderboard

AI Infrastructure: Top lists in the Machine Relations Index

This leaderboard uses only the AI Infrastructure / Top lists segment denominator: 272 observed answer runs across 13 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs272

Segment-specific denominator. Not the overall domain denominator.

Run dates13

Release floor: 7 dates.

Observed domains440

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.

RankSourceSource roleCitation rateCited runsObserved runsRun dates
#1 of 440Spheron.networkspheron.networkOther observed source29.78%8127213
#2 of 440Nvidia.comnvidia.comVendor-owned source15.44%4227213
#3 of 440Signoz.iosignoz.ioOther observed source13.24%3627213
#4 of 440Cloudzero.comcloudzero.comOther observed source11.76%3227213
#5 of 440Introl.comintrol.comOther observed source11.76%3227213
#6 of 440Nebius.comnebius.comOther observed source11.76%3227213
#7 of 440Redditreddit.comCommunity and social platform11.76%3227213
#8 of 440Mediummedium.comCommunity and social platform11.40%3127213
#9 of 440Northflank.comnorthflank.comVendor-owned source11.40%3127213
#10 of 440Github.comgithub.comCommunity and social platform11.03%3027213
#11 of 440Cast.aicast.aiOther observed source9.93%2727213
#12 of 440Langchain.comlangchain.comOther observed source9.93%2727213
#13 of 440Arxiv.orgarxiv.orgAcademic and government source9.56%2627213
#14 of 440Clankercloud.aiclankercloud.aiOther observed source9.56%2627213
#15 of 440Gmicloud.aigmicloud.aiOther observed source8.82%2427213
#16 of 440Jarvislabs.aijarvislabs.aiOther observed source8.82%2427213
#17 of 440Runpod.iorunpod.ioOther observed source8.82%2427213
#18 of 440Onesourcecloud.netonesourcecloud.netOther observed source8.46%2327213
#19 of 440YouTubeyoutube.comSearch or media platform8.46%2327213
#20 of 440Braintrust.devbraintrust.devOther observed source8.09%2227213
#21 of 440Io.netio.netOther observed source8.09%2227213
#22 of 440Vcluster.comvcluster.comOther observed source8.09%2227213
#23 of 440Confident-ai.comconfident-ai.comOther observed source7.72%2127213
#24 of 440Mlflow.orgmlflow.orgVendor-owned source7.35%2027213
#25 of 440Aiopsschool.comaiopsschool.comOther observed source6.99%1927213
#26 of 440LinkedInlinkedin.comCommunity and social platform6.99%1927213
#27 of 440Thundercompute.comthundercompute.comOther observed source6.99%1927213
#28 of 440Zenml.iozenml.ioOther observed source6.99%1927213
#29 of 440Devopsschool.comdevopsschool.comOther observed source6.62%1827213
#30 of 440Qovery.comqovery.comOther observed source6.62%1827213
#31 of 440Pulserevops.compulserevops.comOther observed source5.88%1627213
#32 of 440Deploybase.aideploybase.aiOther observed source5.51%1527213
#33 of 440Getdeploying.comgetdeploying.comOther observed source5.51%1527213
#34 of 440Openobserve.aiopenobserve.aiVendor-owned source5.51%1527213
#35 of 440Sysart.consultingsysart.consultingOther observed source5.51%1527213
#36 of 440Atatus.comatatus.comOther observed source5.15%1427213
#37 of 440Kubex.aikubex.aiOther observed source5.15%1427213
#38 of 440Rafay.corafay.coOther observed source5.15%1427213
#39 of 440Truefoundry.comtruefoundry.comVendor-owned source5.15%1427213
#40 of 440Ambertrace.devambertrace.devOther observed source4.78%1327213
#41 of 440Github.iogithub.ioOther observed source4.78%1327213
#42 of 440Langfuse.comlangfuse.comOther observed source4.78%1327213
#43 of 440Coreweave.comcoreweave.comVendor-owned source4.41%1227213
#44 of 440Dev.todev.toCommunity and social platform4.41%1227213
#45 of 440Kai-scheduler.devkai-scheduler.devOther observed source4.41%1227213
#46 of 440Lambda.ailambda.aiOther observed source4.41%1227213
#47 of 440Gpucost.orggpucost.orgOther observed source4.04%1127213
#48 of 440Hostinger.comhostinger.comOther observed source4.04%1127213
#49 of 440Runqd.comrunqd.comOther observed source4.04%1127213
#50 of 440Microsoft.commicrosoft.comVendor-owned source3.68%1027213
#51 of 440Mirantis.commirantis.comOther observed source3.68%1027213
#52 of 440Datacamp.comdatacamp.comOther observed source3.31%927213
#53 of 440Galileo.aigalileo.aiOther observed source3.31%927213
#54 of 440Kloudfuse.comkloudfuse.comOther observed source3.31%927213
#55 of 440Langwatch.ailangwatch.aiVendor-owned source3.31%927213
#56 of 440Oneuptime.comoneuptime.comOther observed source3.31%927213
#57 of 440Skypilot.coskypilot.coOther observed source3.31%927213
#58 of 440Startupstash.comstartupstash.comOther observed source3.31%927213
#59 of 440AIMultipleaimultiple.comEditorial publication2.94%827213
#60 of 440Getmaxim.aigetmaxim.aiOther observed source2.94%827213
#61 of 440Gpufinder.devgpufinder.devOther observed source2.94%827213
#62 of 440Groundcover.comgroundcover.comOther observed source2.94%827213
#63 of 440Machinelearningmastery.commachinelearningmastery.comOther observed source2.94%827213
#64 of 440Nexos.ainexos.aiOther observed source2.94%827213
#65 of 440Vgac.cloudvgac.cloudOther observed source2.94%827213
#66 of 440Gpuperhour.comgpuperhour.comOther observed source2.57%727213
#67 of 440Spacelift.iospacelift.ioOther observed source2.57%727213
#68 of 440Traceloop.comtraceloop.comOther observed source2.57%727213
#69 of 440Altstreet.investmentsaltstreet.investmentsOther observed source2.21%627213
#70 of 440Axecompute.comaxecompute.comOther observed source2.21%627213
#71 of 440Currai.appcurrai.appOther observed source2.21%627213
#72 of 440Digitalocean.comdigitalocean.comOther observed source2.21%627213
#73 of 440Firecrawl.devfirecrawl.devOther observed source2.21%627213
#74 of 440Hyperstack.cloudhyperstack.cloudOther observed source2.21%627213
#75 of 440Logz.iologz.ioOther observed source2.21%627213
#76 of 440Skypilot.aiskypilot.aiOther observed source2.21%627213
#77 of 440Speediyo.comspeediyo.comOther observed source2.21%627213
#78 of 440Telemetry.devtelemetry.devOther observed source2.21%627213
#79 of 440Ttms.comttms.comOther observed source2.21%627213
#80 of 440Acecloud.aiacecloud.aiOther observed source1.84%527213
#81 of 440Amd.comamd.comOther observed source1.84%527213
#82 of 440Clear.mlclear.mlOther observed source1.84%527213
#83 of 440Kubernetes.recipeskubernetes.recipesOther observed source1.84%527213
#84 of 440Lucaberton.comlucaberton.comOther observed source1.84%527213
#85 of 440Ovaledge.comovaledge.comOther observed source1.84%527213
#86 of 440PostHogposthog.comOther observed source1.84%527213
#87 of 440Union.aiunion.aiOther observed source1.84%527213
#88 of 440Verda.comverda.comOther observed source1.84%527213
#89 of 440Vigilux.appvigilux.appOther observed source1.84%527213
#90 of 440Whatap.iowhatap.ioOther observed source1.84%527213
#91 of 440Aitooldiscovery.comaitooldiscovery.comOther observed source1.47%427213
#92 of 440Alphaoneindex.comalphaoneindex.comOther observed source1.47%427213
#93 of 440Amnic.comamnic.comVendor-owned source1.47%427213
#94 of 440Aspsys.comaspsys.comOther observed source1.47%427213
#95 of 440Cloudpick.krcloudpick.krOther observed source1.47%427213
#96 of 440Computeprices.comcomputeprices.comOther observed source1.47%427213
#97 of 440Costbench.comcostbench.comOther observed source1.47%427213
#98 of 440Dynatrace.comdynatrace.comVendor-owned source1.47%427213
#99 of 440F6s.comf6s.comOther observed source1.47%427213
#100 of 440Gpusmith.comgpusmith.comOther observed source1.47%427213

Showing the first 100 rows from 440 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Infrastructure / Top lists: 440 observed source domains in the leaderboard, measured on 272 observed runs across 13 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/ai-infrastructure/top_list. CC BY 4.0.
APA
Parrott, J. (2026). AI Infrastructure / Top lists in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/ai-infrastructure/top_list https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaiinfrastructuretoplist,
  author = {Parrott, Jaxon},
  title = {AI Infrastructure / Top lists in the Machine Relations Index},
  year = {2026},
  version = {mri\_score\_v2.1+2026-11-02+f9aaeca0db15},
  publisher = {Machine Relations Research},
  url = {https://machinerelations.ai/index/categories/ai-infrastructure/top_list},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

Release and boundary

What this segment measures

Published November 2, 2026. The observation window runs May 10, 2026 to November 2, 2026. Methodology v2.1.

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.

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