AI Infrastructure

Published segment leaderboard

AI Infrastructure: Best tools in the Machine Relations Index

This leaderboard uses only the AI Infrastructure / Best tools segment denominator: 251 observed answer runs across 13 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs251

Segment-specific denominator. Not the overall domain denominator.

Run dates13

Release floor: 7 dates.

Observed domains364

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 364Mediummedium.comCommunity and social platform27.49%6925113
#2 of 364Arxiv.orgarxiv.orgAcademic and government source20.72%5225113
#3 of 364Firecrawl.devfirecrawl.devOther observed source20.32%5125113
#4 of 364Salttechno.aisalttechno.aiOther observed source11.16%2825113
#5 of 364YouTubeyoutube.comSearch or media platform11.16%2825113
#6 of 364Redis.ioredis.ioOther observed source10.76%2725113
#7 of 364Spheron.networkspheron.networkOther observed source10.76%2725113
#8 of 364Dev.todev.toCommunity and social platform10.36%2625113
#9 of 364Runpod.iorunpod.ioOther observed source10.36%2625113
#10 of 364Zenml.iozenml.ioOther observed source10.36%2625113
#11 of 364Digitalapplied.comdigitalapplied.comVendor-owned source9.96%2525113
#12 of 364Github.comgithub.comCommunity and social platform9.96%2525113
#13 of 364Atlan.comatlan.comVendor-owned source9.56%2425113
#14 of 364Deploybase.aideploybase.aiOther observed source9.56%2425113
#15 of 364Redditreddit.comCommunity and social platform9.56%2425113
#16 of 364Huggingface.cohuggingface.coOther observed source9.16%2325113
#17 of 364Gmicloud.aigmicloud.aiOther observed source7.97%2025113
#18 of 364Pingcap.compingcap.comOther observed source7.97%2025113
#19 of 364Mixpeek.commixpeek.comOther observed source7.57%1925113
#20 of 364Bentoml.combentoml.comOther observed source7.17%1825113
#21 of 364Seeklogo.comseeklogo.comOther observed source7.17%1825113
#22 of 364Iternal.aiiternal.aiVendor-owned source6.77%1725113
#23 of 364Towardsai.nettowardsai.netAnalyst and consulting research6.77%1725113
#24 of 364Actian.comactian.comOther observed source6.37%1625113
#25 of 364Encore.devencore.devOther observed source6.37%1625113
#26 of 364LinkedInlinkedin.comCommunity and social platform5.98%1525113
#27 of 364Blackslate.ioblackslate.ioOther observed source5.58%1425113
#28 of 364G2g2.comMarket and company database5.58%1425113
#29 of 364Inference.netinference.netOther observed source5.58%1425113
#30 of 364Strapi.iostrapi.ioOther observed source5.58%1425113
#31 of 364Futureagi.comfutureagi.comOther observed source5.18%1325113
#32 of 364MarkTechPostmarktechpost.comEditorial publication5.18%1325113
#33 of 364Truefoundry.comtruefoundry.comVendor-owned source5.18%1325113
#34 of 364Turing Postturingpost.comOther observed source5.18%1325113
#35 of 364Mastra.aimastra.aiOther observed source4.78%1225113
#36 of 364Betterprogramming.pubbetterprogramming.pubOther observed source4.38%1125113
#37 of 364Genaizurich.chgenaizurich.chOther observed source4.38%1125113
#38 of 364Inside AI Mediainsideaimedia.comEditorial publication4.38%1125113
#39 of 364Milvus.iomilvus.ioOther observed source4.38%1125113
#40 of 364Techsy.iotechsy.ioOther observed source4.38%1125113
#41 of 364AIMultipleaimultiple.comEditorial publication3.98%1025113
#42 of 364Pecollective.compecollective.comOther observed source3.98%1025113
#43 of 364Sganalytics.comsganalytics.comOther observed source3.98%1025113
#44 of 364Amazon.comamazon.comOther observed source3.59%925113
#45 of 364Cognee.aicognee.aiOther observed source3.59%925113
#46 of 364Datacamp.comdatacamp.comOther observed source3.59%925113
#47 of 364Digitalocean.comdigitalocean.comOther observed source3.59%925113
#48 of 364Inferenceengineering.techinferenceengineering.techOther observed source3.59%925113
#49 of 364Lyceum.technologylyceum.technologyOther observed source3.59%925113
#50 of 364Substack.comsubstack.comCommunity and social platform3.59%925113
#51 of 364Tensoria.frtensoria.frOther observed source3.59%925113
#52 of 364Wikipediawikipedia.orgAcademic and government source3.59%925113
#53 of 364Yahoo Newsyahoo.comEditorial publication3.59%925113
#54 of 364Acecloud.aiacecloud.aiOther observed source3.19%825113
#55 of 364Anaconda.comanaconda.comOther observed source3.19%825113
#56 of 364Awesomeagents.aiawesomeagents.aiOther observed source3.19%825113
#57 of 364Blent.aiblent.aiOther observed source3.19%825113
#58 of 364Dzone.comdzone.comOther observed source3.19%825113
#59 of 364Rost Glukhovglukhov.orgEditorial publication3.19%825113
#60 of 364Groovyweb.cogroovyweb.coOther observed source3.19%825113
#61 of 364Microsoft.commicrosoft.comVendor-owned source3.19%825113
#62 of 364Modular.commodular.comOther observed source3.19%825113
#63 of 364Nvidia.comnvidia.comVendor-owned source3.19%825113
#64 of 364Qdrant.techqdrant.techSearch or media platform3.19%825113
#65 of 364Rubrik.comrubrik.comOther observed source3.19%825113
#66 of 364Yottalabs.aiyottalabs.aiOther observed source3.19%825113
#67 of 364Apargoinnovations.comapargoinnovations.comVendor-owned source2.79%725113
#68 of 364Databricks.comdatabricks.comVendor-owned source2.79%725113
#69 of 364Dupple.comdupple.comOther observed source2.79%725113
#70 of 364Easecloud.ioeasecloud.ioOther observed source2.79%725113
#71 of 364Emasterlabs.comemasterlabs.comOther observed source2.79%725113
#72 of 364Fractal.aifractal.aiAnalyst and consulting research2.79%725113
#73 of 364Hyperstack.cloudhyperstack.cloudOther observed source2.79%725113
#74 of 364Koyeb.comkoyeb.comOther observed source2.79%725113
#75 of 364Mbrenndoerfer.commbrenndoerfer.comAnalyst and consulting research2.79%725113
#76 of 364Pagewatch.techpagewatch.techOther observed source2.79%725113
#77 of 364Pulserevops.compulserevops.comOther observed source2.79%725113
#78 of 364Redhat.comredhat.comVendor-owned source2.79%725113
#79 of 364Vastdata.comvastdata.comOther observed source2.79%725113
#80 of 364Zilliz.comzilliz.comOther observed source2.79%725113
#81 of 364Altexsoft.comaltexsoft.comOther observed source2.39%625113
#82 of 364Cake.aicake.aiOther observed source2.39%625113
#83 of 364Github.iogithub.ioOther observed source2.39%625113
#84 of 364HackerNoonhackernoon.comOther observed source2.39%625113
#85 of 364Jarvislabs.aijarvislabs.aiOther observed source2.39%625113
#86 of 364Particula.techparticula.techOther observed source2.39%625113
#87 of 364Ranksquire.comranksquire.comOther observed source2.39%625113
#88 of 364Vllm.aivllm.aiOther observed source2.39%625113
#89 of 364Aicalculatorpro.comaicalculatorpro.comOther observed source1.99%525113
#90 of 364Bitontree.combitontree.comOther observed source1.99%525113
#91 of 364Braintrust.devbraintrust.devOther observed source1.99%525113
#92 of 364Developers Digestdevelopersdigest.techOther observed source1.99%525113
#93 of 364Getmaxim.aigetmaxim.aiOther observed source1.99%525113
#94 of 364Operational.aioperational.aiEditorial publication1.99%525113
#95 of 364Oracle.comoracle.comVendor-owned source1.99%525113
#96 of 364Pccvdi.compccvdi.comOther observed source1.99%525113
#97 of 364The New Stackthenewstack.ioEditorial publication1.99%525113
#98 of 364Acm.orgacm.orgAcademic and government source1.59%425113
#99 of 364Alphacorp.aialphacorp.aiOther observed source1.59%425113
#100 of 364Analyticsvidhya.comanalyticsvidhya.comOther observed source1.59%425113

Showing the first 100 rows from 364 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Infrastructure / Best tools: 364 observed source domains in the leaderboard, measured on 251 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/best_x. CC BY 4.0.
APA
Parrott, J. (2026). AI Infrastructure / Best tools 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/best_x https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaiinfrastructurebestx,
  author = {Parrott, Jaxon},
  title = {AI Infrastructure / Best tools 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/best_x},
  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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