AI Infrastructure

Published segment leaderboard

AI Infrastructure: Comparisons in the Machine Relations Index

This leaderboard uses only the AI Infrastructure / Comparisons segment denominator: 270 observed answer runs across 13 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs270

Segment-specific denominator. Not the overall domain denominator.

Run dates13

Release floor: 7 dates.

Observed domains360

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 360databricks.comdatabricks.comVendor-owned source22.96%6227013
#2 of 360ibm.comibm.comVendor-owned source18.89%5127013
#3 of 360YouTube (only pages not mapped to a channel or publication)youtube.comSearch or media platform14.44%3927013
#4 of 360arxiv.orgarxiv.orgAcademic and government source14.07%3827013
#5 of 360gmicloud.aigmicloud.aiOther observed source11.85%3227013
#6 of 360Mediummedium.comCommunity and social platform11.48%3127013
#7 of 360runpod.iorunpod.ioOther observed source10.37%2827013
#8 of 360dev.todev.toCommunity and social platform8.52%2327013
#9 of 360montecarlo.aimontecarlo.aiOther observed source8.52%2327013
#10 of 360unstructured.iounstructured.ioVendor-owned source7.78%2127013
#11 of 360k2view.comk2view.comOther observed source7.41%2027013
#12 of 360amazon.comamazon.comOther observed source7.04%1927013
#13 of 360redhat.comredhat.comVendor-owned source7.04%1927013
#14 of 360oracle.comoracle.comVendor-owned source6.67%1827013
#15 of 360Redditreddit.comCommunity and social platform6.67%1827013
#16 of 360LinkedInlinkedin.comCommunity and social platform6.30%1727013
#17 of 360microsoft.commicrosoft.comVendor-owned source5.56%1527013
#18 of 360milvus.iomilvus.ioOther observed source5.56%1527013
#19 of 360algolia.comalgolia.comOther observed source5.19%1427013
#20 of 360knowledge-base.softwareknowledge-base.softwareOther observed source4.81%1327013
#21 of 360vectara.comvectara.comOther observed source4.81%1327013
#22 of 360glean.comglean.comVendor-owned source4.44%1227013
#23 of 360atlan.comatlan.comVendor-owned source4.07%1127013
#24 of 360kairntech.comkairntech.comOther observed source4.07%1127013
#25 of 360modal.commodal.comOther observed source4.07%1127013
#26 of 360parasail.ioparasail.ioOther observed source4.07%1127013
#27 of 360spheron.networkspheron.networkOther observed source4.07%1127013
#28 of 360stackai.comstackai.comOther observed source4.07%1127013
#29 of 360actian.comactian.comOther observed source3.70%1027013
#30 of 360cohere.comcohere.comOther observed source3.70%1027013
#31 of 360jimmyresearch.comjimmyresearch.comOther observed source3.70%1027013
#32 of 360thoughtspot.comthoughtspot.comOther observed source3.70%1027013
#33 of 360meilisearch.commeilisearch.comSearch or media platform3.33%927013
#34 of 360The AI Database Blogtheaidatabaseblog.comOther observed source3.33%927013
#35 of 360towardsdatascience.comtowardsdatascience.comEditorial publication3.33%927013
#36 of 360asoasis.techasoasis.techVendor-owned source2.96%827013
#37 of 360cerebrium.aicerebrium.aiOther observed source2.96%827013
#38 of 360cisco.comcisco.comOther observed source2.96%827013
#39 of 360digitalocean.comdigitalocean.comOther observed source2.96%827013
#40 of 360huggingface.cohuggingface.coOther observed source2.96%827013
#41 of 360NIHnih.govAcademic and government source2.96%827013
#42 of 360nvidia.comnvidia.comVendor-owned source2.96%827013
#43 of 360wizzy.aiwizzy.aiOther observed source2.96%827013
#44 of 360buildmvpfast.combuildmvpfast.comOther observed source2.59%727013
#45 of 360lyceum.technologylyceum.technologyOther observed source2.59%727013
#46 of 360neo4j.comneo4j.comVendor-owned source2.59%727013
#47 of 360neptune-software.comneptune-software.comOther observed source2.59%727013
#48 of 360substack.comsubstack.comCommunity and social platform2.59%727013
#49 of 360vercel.comvercel.comVendor-owned source2.59%727013
#50 of 360vips.eduvips.eduAcademic and government source2.59%727013
#51 of 360weaviate.ioweaviate.ioOther observed source2.59%727013
#52 of 360xfinit.roxfinit.roOther observed source2.59%727013
#53 of 360zilliz.comzilliz.comOther observed source2.59%727013
#54 of 360ahrefs.comahrefs.comVendor-owned source2.22%627013
#55 of 360firecrawl.devfirecrawl.devOther observed source2.22%627013
#56 of 360github.iogithub.ioOther observed source2.22%627013
#57 of 360kanerika.comkanerika.comAnalyst and consulting research2.22%627013
#58 of 360springer.comspringer.comOther observed source2.22%627013
#59 of 360superlinked.comsuperlinked.comOther observed source2.22%627013
#60 of 360you.comyou.comSearch or media platform2.22%627013
#61 of 360bentoml.combentoml.comOther observed source1.85%527013
#62 of 360centricconsulting.comcentricconsulting.comOther observed source1.85%527013
#63 of 360contextual.aicontextual.aiOther observed source1.85%527013
#64 of 360fireworks.aifireworks.aiOther observed source1.85%527013
#65 of 360ibl.aiibl.aiOther observed source1.85%527013
#66 of 360io.netio.netOther observed source1.85%527013
#67 of 360modular.commodular.comOther observed source1.85%527013
#68 of 360progress.comprogress.comOther observed source1.85%527013
#69 of 360pureinsights.compureinsights.comOther observed source1.85%527013
#70 of 360telnyx.comtelnyx.comOther observed source1.85%527013
#71 of 360ailearnings.inailearnings.inOther observed source1.48%427013
#72 of 360apxml.comapxml.comOther observed source1.48%427013
#73 of 360avichala.comavichala.comOther observed source1.48%427013
#74 of 360aws.comaws.comOther observed source1.48%427013
#75 of 360azion.comazion.comOther observed source1.48%427013
#76 of 360bnxt.aibnxt.aiOther observed source1.48%427013
#77 of 360buildwithmatija.combuildwithmatija.comOther observed source1.48%427013
#78 of 360cloudfront.netcloudfront.netOther observed source1.48%427013
#79 of 360customgpt.aicustomgpt.aiOther observed source1.48%427013
#80 of 360datamotion.comdatamotion.comOther observed source1.48%427013
#81 of 360futureagi.comfutureagi.comOther observed source1.48%427013
#82 of 360geodd.iogeodd.ioOther observed source1.48%427013
#83 of 360gigagpu.comgigagpu.comOther observed source1.48%427013
#84 of 360inferensys.cominferensys.comOther observed source1.48%427013
#85 of 360inferras.orginferras.orgOther observed source1.48%427013
#86 of 360instaclustr.cominstaclustr.comOther observed source1.48%427013
#87 of 360inworld.aiinworld.aiOther observed source1.48%427013
#88 of 360neevcloud.comneevcloud.comOther observed source1.48%427013
#89 of 360promptmetrics.devpromptmetrics.devOther observed source1.48%427013
#90 of 360rafay.corafay.coOther observed source1.48%427013
#91 of 360snorkel.aisnorkel.aiOther observed source1.48%427013
#92 of 360together.aitogether.aiVendor-owned source1.48%427013
#93 of 360towardsai.comtowardsai.comAnalyst and consulting research1.48%427013
#94 of 360Wikipediawikipedia.orgAcademic and government source1.48%427013
#95 of 360winder.aiwinder.aiOther observed source1.48%427013
#96 of 360ai-tldr.devai-tldr.devOther observed source1.11%327013
#97 of 360alibabacloud.comalibabacloud.comOther observed source1.11%327013
#98 of 360boldare.comboldare.comOther observed source1.11%327013
#99 of 360brainxtech.combrainxtech.comOther observed source1.11%327013
#100 of 360coreweave.comcoreweave.comVendor-owned source1.11%327013

Showing the first 100 rows from 360 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Infrastructure / Comparisons: 360 observed source domains in the leaderboard, measured on 270 observed runs across 13 distinct run dates, 2026-05-10 to 2026-11-08. Release mri_score_v2.1+2026-11-08+0f28d6fa6d4f. https://machinerelations.ai/index/categories/ai-infrastructure/x_vs_y. CC BY 4.0.
APA
Parrott, J. (2026). AI Infrastructure / Comparisons in the Machine Relations Index (Version mri_score_v2.1+2026-11-08+0f28d6fa6d4f) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/ai-infrastructure/x_vs_y https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaiinfrastructurexvsy,
  author = {Parrott, Jaxon},
  title = {AI Infrastructure / Comparisons in the Machine Relations Index},
  year = {2026},
  version = {mri\_score\_v2.1+2026-11-08+0f28d6fa6d4f},
  publisher = {Machine Relations Research},
  url = {https://machinerelations.ai/index/categories/ai-infrastructure/x_vs_y},
  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 8, 2026. The observation window runs May 10, 2026 to November 8, 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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