AI Infrastructure

Published segment leaderboard

AI Infrastructure: Is it worth it in the Machine Relations Index

This leaderboard uses only the AI Infrastructure / Is it worth it segment denominator: 269 observed answer runs across 13 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs269

Segment-specific denominator. Not the overall domain denominator.

Run dates13

Release floor: 7 dates.

Observed domains404

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 404Atlan.comatlan.comVendor-owned source15.61%4226913
#2 of 404Mediummedium.comCommunity and social platform15.24%4126913
#3 of 404Redditreddit.comCommunity and social platform14.13%3826913
#4 of 404Gmicloud.aigmicloud.aiOther observed source12.27%3326913
#5 of 404Arxiv.orgarxiv.orgAcademic and government source11.15%3026913
#6 of 404Chitikachitika.comEditorial publication11.15%3026913
#7 of 404LinkedInlinkedin.comCommunity and social platform10.78%2926913
#8 of 404Cudocompute.comcudocompute.comOther observed source10.04%2726913
#9 of 404Amazon.comamazon.comOther observed source9.29%2526913
#10 of 404Dev.todev.toCommunity and social platform9.29%2526913
#11 of 404YouTubeyoutube.comSearch or media platform8.92%2426913
#12 of 404Customgpt.aicustomgpt.aiOther observed source8.55%2326913
#13 of 404Onyx.apponyx.appOther observed source8.55%2326913
#14 of 404Spheron.networkspheron.networkOther observed source7.06%1926913
#15 of 404VentureBeatventurebeat.comEditorial publication6.69%1826913
#16 of 404Render.comrender.comOther observed source6.32%1726913
#17 of 404Truefoundry.comtruefoundry.comVendor-owned source6.32%1726913
#18 of 404Percona.compercona.comOther observed source5.95%1626913
#19 of 404Sphereinc.comsphereinc.comOther observed source5.95%1626913
#20 of 404Redis.ioredis.ioOther observed source5.58%1526913
#21 of 404Runpod.iorunpod.ioOther observed source5.58%1526913
#22 of 404Aitooldiscovery.comaitooldiscovery.comOther observed source5.20%1426913
#23 of 404Digitalocean.comdigitalocean.comOther observed source5.20%1426913
#24 of 404Introl.comintrol.comOther observed source4.83%1326913
#25 of 404Alphacorp.aialphacorp.aiOther observed source4.46%1226913
#26 of 404Firecrawl.devfirecrawl.devOther observed source4.46%1226913
#27 of 404Getmaxim.aigetmaxim.aiOther observed source4.46%1226913
#28 of 404Io.netio.netOther observed source4.46%1226913
#29 of 404Microsoft.commicrosoft.comVendor-owned source4.46%1226913
#30 of 404Meilisearch.commeilisearch.comSearch or media platform4.09%1126913
#31 of 404Spendark.comspendark.comOther observed source4.09%1126913
#32 of 404Corvex.aicorvex.aiOther observed source3.72%1026913
#33 of 404Kapa.aikapa.aiOther observed source3.72%1026913
#34 of 404Neuraltrust.aineuraltrust.aiOther observed source3.72%1026913
#35 of 404Premai.iopremai.ioOther observed source3.72%1026913
#36 of 404Respan.airespan.aiOther observed source3.72%1026913
#37 of 404Adaptiverecall.comadaptiverecall.comOther observed source3.35%926913
#38 of 404Aimprosoft.comaimprosoft.comOther observed source3.35%926913
#39 of 404Ciopages.comciopages.comOther observed source3.35%926913
#40 of 404Scylladb.comscylladb.comOther observed source3.35%926913
#41 of 404Axiomlogica.comaxiomlogica.comOther observed source2.97%826913
#42 of 404Gigaspaces.comgigaspaces.comOther observed source2.97%826913
#43 of 404Gravitee.iogravitee.ioOther observed source2.97%826913
#44 of 404Lyceum.technologylyceum.technologyOther observed source2.97%826913
#45 of 404Portkey.aiportkey.aiOther observed source2.97%826913
#46 of 404Tencentcloud.comtencentcloud.comOther observed source2.97%826913
#47 of 404Computecomparison.comcomputecomparison.comOther observed source2.60%726913
#48 of 404Gpusmith.comgpusmith.comOther observed source2.60%726913
#49 of 404Kalviumlabs.aikalviumlabs.aiOther observed source2.60%726913
#50 of 404Oracle.comoracle.comVendor-owned source2.60%726913
#51 of 404Scaler.comscaler.comOther observed source2.60%726913
#52 of 404Towardsai.nettowardsai.netAnalyst and consulting research2.60%726913
#53 of 404Adhdecode.comadhdecode.comOther observed source2.23%626913
#54 of 404Artificial-intelligence-wiki.comartificial-intelligence-wiki.comOther observed source2.23%626913
#55 of 404Cake.aicake.aiOther observed source2.23%626913
#56 of 404Civo.comcivo.comVendor-owned source2.23%626913
#57 of 404Cloudzero.comcloudzero.comOther observed source2.23%626913
#58 of 404Confluent.ioconfluent.ioOther observed source2.23%626913
#59 of 404Costbench.comcostbench.comOther observed source2.23%626913
#60 of 404Databricks.comdatabricks.comVendor-owned source2.23%626913
#61 of 404Flashquery.aiflashquery.aiOther observed source2.23%626913
#62 of 404Guptadeepak.comguptadeepak.comOther observed source2.23%626913
#63 of 404Hubspotusercontent-na1.nethubspotusercontent-na1.netOther observed source2.23%626913
#64 of 404Lakefs.iolakefs.ioOther observed source2.23%626913
#65 of 404Nosana.comnosana.comOther observed source2.23%626913
#66 of 404Nvidia.comnvidia.comVendor-owned source2.23%626913
#67 of 404Pecollective.compecollective.comOther observed source2.23%626913
#68 of 404Semantic.iosemantic.ioOther observed source2.23%626913
#69 of 404Thundercompute.comthundercompute.comOther observed source2.23%626913
#70 of 404Appinventiv.comappinventiv.comOther observed source1.86%526913
#71 of 404Axecompute.comaxecompute.comOther observed source1.86%526913
#72 of 404Devtoollab.comdevtoollab.comOther observed source1.86%526913
#73 of 404Gaurav.onegaurav.oneOther observed source1.86%526913
#74 of 404Jarvislabs.aijarvislabs.aiOther observed source1.86%526913
#75 of 404Merge.devmerge.devOther observed source1.86%526913
#76 of 404Mlflow.orgmlflow.orgVendor-owned source1.86%526913
#77 of 404Openkit.aiopenkit.aiOther observed source1.86%526913
#78 of 404Progress.comprogress.comOther observed source1.86%526913
#79 of 404Raftlabs.comraftlabs.comOther observed source1.86%526913
#80 of 404Substack.comsubstack.comCommunity and social platform1.86%526913
#81 of 404Vcluster.comvcluster.comOther observed source1.86%526913
#82 of 404AI Flow Reviewaiflowreview.comOther observed source1.49%426913
#83 of 404Buildmvpfast.combuildmvpfast.comOther observed source1.49%426913
#84 of 404Cisco.comcisco.comOther observed source1.49%426913
#85 of 404Computeprices.comcomputeprices.comOther observed source1.49%426913
#86 of 404Datacamp.comdatacamp.comOther observed source1.49%426913
#87 of 404Edgewisely.comedgewisely.comOther observed source1.49%426913
#88 of 404Eltherion.comeltherion.comOther observed source1.49%426913
#89 of 404Github.comgithub.comCommunity and social platform1.49%426913
#90 of 404Hostinger.comhostinger.comOther observed source1.49%426913
#91 of 404Inferensys.cominferensys.comOther observed source1.49%426913
#92 of 404Infinispan.orginfinispan.orgOther observed source1.49%426913
#93 of 404Leanopstech.comleanopstech.comOther observed source1.49%426913
#94 of 404LogicMonitorlogicmonitor.comOther observed source1.49%426913
#95 of 404Mastra.aimastra.aiOther observed source1.49%426913
#96 of 404Metacto.commetacto.comOther observed source1.49%426913
#97 of 404Mudassirkhan.memudassirkhan.meOther observed source1.49%426913
#98 of 404Niche.devniche.devOther observed source1.49%426913
#99 of 404Northflank.comnorthflank.comVendor-owned source1.49%426913
#100 of 404Onesourcecloud.netonesourcecloud.netOther observed source1.49%426913

Showing the first 100 rows from 404 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Infrastructure / Is it worth it: 404 observed source domains in the leaderboard, measured on 269 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/is_x_worth. CC BY 4.0.
APA
Parrott, J. (2026). AI Infrastructure / Is it worth it 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/is_x_worth https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaiinfrastructureisxworth,
  author = {Parrott, Jaxon},
  title = {AI Infrastructure / Is it worth it 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/is_x_worth},
  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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