AI Infrastructure

Published segment leaderboard

AI Infrastructure: How buyers choose in the Machine Relations Index

This leaderboard uses only the AI Infrastructure / How buyers choose 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 domains416

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 416Arxiv.orgarxiv.orgAcademic and government source22.22%6027013
#2 of 416Mediummedium.comCommunity and social platform15.19%4127013
#3 of 416Gmicloud.aigmicloud.aiOther observed source12.59%3427013
#4 of 416YouTubeyoutube.comSearch or media platform11.85%3227013
#5 of 416Github.comgithub.comCommunity and social platform10.74%2927013
#6 of 416Nvidia.comnvidia.comVendor-owned source10.74%2927013
#7 of 416Spheron.networkspheron.networkOther observed source10.00%2727013
#8 of 416Dev.todev.toCommunity and social platform9.26%2527013
#9 of 416Milvus.iomilvus.ioOther observed source9.26%2527013
#10 of 416Runpod.iorunpod.ioOther observed source7.04%1927013
#11 of 416Redditreddit.comCommunity and social platform6.67%1827013
#12 of 416Superlinked.comsuperlinked.comOther observed source6.67%1827013
#13 of 416Bentoml.combentoml.comOther observed source6.30%1727013
#14 of 416Microsoft.commicrosoft.comVendor-owned source6.30%1727013
#15 of 416Pecollective.compecollective.comOther observed source6.30%1727013
#16 of 416Stackai.comstackai.comOther observed source6.30%1727013
#17 of 416LinkedInlinkedin.comCommunity and social platform5.93%1627013
#18 of 416Zilliz.comzilliz.comOther observed source5.93%1627013
#19 of 416Databricks.comdatabricks.comVendor-owned source5.56%1527013
#20 of 416Llamaindex.aillamaindex.aiOther observed source5.56%1527013
#21 of 416Xfinit.roxfinit.roOther observed source5.56%1527013
#22 of 416Huggingface.cohuggingface.coOther observed source5.19%1427013
#23 of 416Inworld.aiinworld.aiOther observed source5.19%1427013
#24 of 416Openai.comopenai.comVendor-owned source5.19%1427013
#25 of 416Digitalocean.comdigitalocean.comOther observed source4.81%1327013
#26 of 416Github.iogithub.ioOther observed source4.81%1327013
#27 of 416Jimmyresearch.comjimmyresearch.comOther observed source4.81%1327013
#28 of 416Redis.ioredis.ioOther observed source4.81%1327013
#29 of 416Substack.comsubstack.comCommunity and social platform4.81%1327013
#30 of 416Greennode.aigreennode.aiOther observed source4.44%1227013
#31 of 416Loadforge.comloadforge.comOther observed source4.44%1227013
#32 of 416Langchain.comlangchain.comOther observed source4.07%1127013
#33 of 416Qdrant.techqdrant.techSearch or media platform4.07%1127013
#34 of 416Apxml.comapxml.comOther observed source3.70%1027013
#35 of 416Hivenet.comhivenet.comOther observed source3.70%1027013
#36 of 416Ibl.aiibl.aiOther observed source3.70%1027013
#37 of 416Meilisearch.commeilisearch.comSearch or media platform3.70%1027013
#38 of 416Modal.commodal.comOther observed source3.70%1027013
#39 of 416Parasail.ioparasail.ioOther observed source3.70%1027013
#40 of 416Pinecone.iopinecone.ioOther observed source3.70%1027013
#41 of 416Docuware.comdocuware.comOther observed source3.33%927013
#42 of 416Towardsai.nettowardsai.netAnalyst and consulting research3.33%927013
#43 of 416Zenml.iozenml.ioOther observed source3.33%927013
#44 of 416Airbyte.comairbyte.comOther observed source2.96%827013
#45 of 416Amazon.comamazon.comOther observed source2.96%827013
#46 of 416Deepinfra.comdeepinfra.comOther observed source2.96%827013
#47 of 416Elastic.coelastic.coOther observed source2.96%827013
#48 of 416Mixpeek.commixpeek.comOther observed source2.96%827013
#49 of 416Mongodb.commongodb.comVendor-owned source2.96%827013
#50 of 416Tigerdata.comtigerdata.comOther observed source2.96%827013
#51 of 416Flex.aiflex.aiOther observed source2.59%727013
#52 of 416Hyperstack.cloudhyperstack.cloudOther observed source2.59%727013
#53 of 416Unstructured.iounstructured.ioVendor-owned source2.59%727013
#54 of 416Vercel.comvercel.comVendor-owned source2.59%727013
#55 of 416AIMultipleaimultiple.comEditorial publication2.22%627013
#56 of 416Beam.cloudbeam.cloudOther observed source2.22%627013
#57 of 416Cloudzy.comcloudzy.comOther observed source2.22%627013
#58 of 416Docuvantage.comdocuvantage.comOther observed source2.22%627013
#59 of 416Futureagi.comfutureagi.comOther observed source2.22%627013
#60 of 416Inference.netinference.netOther observed source2.22%627013
#61 of 416Mirantis.commirantis.comOther observed source2.22%627013
#62 of 416Openrouter.aiopenrouter.aiOther observed source2.22%627013
#63 of 416Splunk.comsplunk.comVendor-owned source2.22%627013
#64 of 416Tensoria.frtensoria.frOther observed source2.22%627013
#65 of 416Weaviate.ioweaviate.ioOther observed source2.22%627013
#66 of 416Wikipediawikipedia.orgAcademic and government source2.22%627013
#67 of 416Buildmvpfast.combuildmvpfast.comOther observed source1.85%527013
#68 of 416Buildwithmatija.combuildwithmatija.comOther observed source1.85%527013
#69 of 416Claude.comclaude.comOther observed source1.85%527013
#70 of 416Datacamp.comdatacamp.comOther observed source1.85%527013
#71 of 416Gigagpu.comgigagpu.comOther observed source1.85%527013
#72 of 416Ibm.comibm.comVendor-owned source1.85%527013
#73 of 416Lyceum.technologylyceum.technologyOther observed source1.85%527013
#74 of 416Mastra.aimastra.aiOther observed source1.85%527013
#75 of 416Novita.ainovita.aiOther observed source1.85%527013
#76 of 416Openlayer.comopenlayer.comOther observed source1.85%527013
#77 of 416Voyageai.comvoyageai.comOther observed source1.85%527013
#78 of 416Y Combinatorycombinator.comCommunity and social platform1.85%527013
#79 of 416You.comyou.comSearch or media platform1.85%527013
#80 of 416Blaxel.aiblaxel.aiOther observed source1.48%427013
#81 of 416Cohere.comcohere.comOther observed source1.48%427013
#82 of 416daily.devdaily.devOther observed source1.48%427013
#83 of 416Emergentmind.comemergentmind.comOther observed source1.48%427013
#84 of 416Firecrawl.devfirecrawl.devOther observed source1.48%427013
#85 of 416Fireworks.aifireworks.aiOther observed source1.48%427013
#86 of 416Generalcompute.comgeneralcompute.comOther observed source1.48%427013
#87 of 416Gopenai.comgopenai.comOther observed source1.48%427013
#88 of 416Hatchworks.comhatchworks.comOther observed source1.48%427013
#89 of 416Innovativeais.cominnovativeais.comOther observed source1.48%427013
#90 of 416Introl.comintrol.comOther observed source1.48%427013
#91 of 416Llmapi.aillmapi.aiOther observed source1.48%427013
#92 of 416Localtonet.comlocaltonet.comOther observed source1.48%427013
#93 of 416Maxoperf.commaxoperf.comOther observed source1.48%427013
#94 of 416Meta.aimeta.aiOther observed source1.48%427013
#95 of 416Openhands.devopenhands.devOther observed source1.48%427013
#96 of 416Openwebui.comopenwebui.comVendor-owned source1.48%427013
#97 of 416Oracle.comoracle.comVendor-owned source1.48%427013
#98 of 416Promptmetrics.devpromptmetrics.devOther observed source1.48%427013
#99 of 416Rtcleague.comrtcleague.comOther observed source1.48%427013
#100 of 416Supermemory.aisupermemory.aiOther observed source1.48%427013

Showing the first 100 rows from 416 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Infrastructure / How buyers choose: 416 observed source domains in the leaderboard, measured on 270 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/how_choose. CC BY 4.0.
APA
Parrott, J. (2026). AI Infrastructure / How buyers choose 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/how_choose https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaiinfrastructurehowchoose,
  author = {Parrott, Jaxon},
  title = {AI Infrastructure / How buyers choose 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/how_choose},
  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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