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: 106 observed answer runs across 7 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs106

Segment-specific denominator. Not the overall domain denominator.

Run dates7

Release floor: 7 dates.

Observed domains258

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 datesConfidence
#1 of 258Mediummedium.comEditorial publication31.13%331067Unavailable
#2 of 258Arxiv.orgarxiv.orgAcademic and government source30.19%321067Unavailable
#3 of 258YouTubeyoutube.comSearch or media platform28.30%301067Unavailable
#4 of 258Milvus.iomilvus.ioOther observed source17.92%191067Unavailable
#5 of 258Redditreddit.comCommunity and social platform16.04%171067Unavailable
#6 of 258Pecollective.compecollective.comOther observed source15.09%161067Unavailable
#7 of 258Bentoml.combentoml.comOther observed source14.15%151067Unavailable
#8 of 258Dev.todev.toCommunity and social platform14.15%151067Unavailable
#9 of 258Gmicloud.aigmicloud.aiOther observed source14.15%151067Unavailable
#10 of 258Stackai.comstackai.comOther observed source12.26%131067Unavailable
#11 of 258Nvidia.comnvidia.comVendor-owned source11.32%121067Unavailable
#12 of 258Spheron.networkspheron.networkOther observed source11.32%121067Unavailable
#13 of 258Zilliz.comzilliz.comOther observed source10.38%111067Unavailable
#14 of 258LinkedInlinkedin.comCommunity and social platform9.43%101067Unavailable
#15 of 258Meilisearch.commeilisearch.comOther observed source9.43%101067Unavailable
#16 of 258Runpod.iorunpod.ioOther observed source9.43%101067Unavailable
#17 of 258Greennode.aigreennode.aiOther observed source7.55%81067Unavailable
#18 of 258Llamaindex.aillamaindex.aiOther observed source7.55%81067Unavailable
#19 of 258Pinecone.iopinecone.ioOther observed source7.55%81067Unavailable
#20 of 258Towardsai.nettowardsai.netOther observed source7.55%81067Unavailable
#21 of 258Databricks.comdatabricks.comVendor-owned source6.60%71067Unavailable
#22 of 258Digitalocean.comdigitalocean.comOther observed source6.60%71067Unavailable
#23 of 258Github.iogithub.ioOther observed source6.60%71067Unavailable
#24 of 258Github.comgithub.comCommunity and social platform5.66%61067Unavailable
#25 of 258Microsoft.commicrosoft.comVendor-owned source5.66%61067Unavailable
#26 of 258Modal.commodal.comOther observed source5.66%61067Unavailable
#27 of 258Mongodb.commongodb.comOther observed source5.66%61067Unavailable
#28 of 258Substack.comsubstack.comCommunity and social platform5.66%61067Unavailable
#29 of 258Zenml.iozenml.ioEditorial publication5.66%61067Unavailable
#30 of 258Aimultiple.comaimultiple.comEditorial publication4.72%51067Unavailable
#31 of 258Buildwithmatija.combuildwithmatija.comOther observed source4.72%51067Unavailable
#32 of 258Elastic.coelastic.coOther observed source4.72%51067Unavailable
#33 of 258Gigagpu.comgigagpu.comOther observed source4.72%51067Unavailable
#34 of 258Huggingface.cohuggingface.coOther observed source4.72%51067Unavailable
#35 of 258Hyperstack.cloudhyperstack.cloudOther observed source4.72%51067Unavailable
#36 of 258Qdrant.techqdrant.techSearch or media platform4.72%51067Unavailable
#37 of 258Tigerdata.comtigerdata.comMarket and company database4.72%51067Unavailable
#38 of 258Unstructured.iounstructured.ioVendor-owned source4.72%51067Unavailable
#39 of 258Weaviate.ioweaviate.ioOther observed source4.72%51067Unavailable
#40 of 258Datacamp.comdatacamp.comMarket and company database3.77%41067Unavailable
#41 of 258Innovativeais.cominnovativeais.comOther observed source3.77%41067Unavailable
#42 of 258Inworld.aiinworld.aiOther observed source3.77%41067Unavailable
#43 of 258Jimmyresearch.comjimmyresearch.comMarket and company database3.77%41067Unavailable
#44 of 258Loadforge.comloadforge.comOther observed source3.77%41067Unavailable
#45 of 258Mixpeek.commixpeek.comOther observed source3.77%41067Unavailable
#46 of 258Openai.comopenai.comVendor-owned source3.77%41067Unavailable
#47 of 258Parasail.ioparasail.ioOther observed source3.77%41067Unavailable
#48 of 258Promptmetrics.devpromptmetrics.devOther observed source3.77%41067Unavailable
#49 of 258Tensoria.frtensoria.frOther observed source3.77%41067Unavailable
#50 of 258Y Combinatorycombinator.comCommunity and social platform3.77%41067Unavailable
#51 of 258Zenvanriel.comzenvanriel.comOther observed source3.77%41067Unavailable
#52 of 258Aipricingmaster.comaipricingmaster.comOther observed source2.83%31067Unavailable
#53 of 258Alibabacloud.comalibabacloud.comOther observed source2.83%31067Unavailable
#54 of 258Amazon.comamazon.comEditorial publication2.83%31067Unavailable
#55 of 258Apxml.comapxml.comOther observed source2.83%31067Unavailable
#56 of 258Beam.cloudbeam.cloudOther observed source2.83%31067Unavailable
#57 of 258Blaxel.aiblaxel.aiOther observed source2.83%31067Unavailable
#58 of 258Buildmvpfast.combuildmvpfast.comOther observed source2.83%31067Unavailable
#59 of 258Codesignal.comcodesignal.comOther observed source2.83%31067Unavailable
#60 of 258Docsie.iodocsie.ioOther observed source2.83%31067Unavailable
#61 of 258Docuware.comdocuware.comOther observed source2.83%31067Unavailable
#62 of 258Firecrawl.devfirecrawl.devOther observed source2.83%31067Unavailable
#63 of 258Fireworks.aifireworks.aiOther observed source2.83%31067Unavailable
#64 of 258Galileo.aigalileo.aiOther observed source2.83%31067Unavailable
#65 of 258Gopenai.comgopenai.comOther observed source2.83%31067Unavailable
#66 of 258Ibm.comibm.comVendor-owned source2.83%31067Unavailable
#67 of 258Jfrog.comjfrog.comOther observed source2.83%31067Unavailable
#68 of 258Langchain.comlangchain.comOther observed source2.83%31067Unavailable
#69 of 258Mdpi.commdpi.comOther observed source2.83%31067Unavailable
#70 of 258Mirantis.commirantis.comOther observed source2.83%31067Unavailable
#71 of 258Oracle.comoracle.comVendor-owned source2.83%31067Unavailable
#72 of 258Redis.ioredis.ioOther observed source2.83%31067Unavailable
#73 of 258Roboflow.comroboflow.comOther observed source2.83%31067Unavailable
#74 of 258Superlinked.comsuperlinked.comOther observed source2.83%31067Unavailable
#75 of 258Supermemory.aisupermemory.aiOther observed source2.83%31067Unavailable
#76 of 258Techsy.iotechsy.ioOther observed source2.83%31067Unavailable
#77 of 258Towardsdatascience.comtowardsdatascience.comMarket and company database2.83%31067Unavailable
#78 of 258Truefoundry.comtruefoundry.comVendor-owned source2.83%31067Unavailable
#79 of 258Vespa.aivespa.aiOther observed source2.83%31067Unavailable
#80 of 258Voyageai.comvoyageai.comOther observed source2.83%31067Unavailable
#81 of 258Aclanthology.orgaclanthology.orgOther observed source1.89%21067Unavailable
#82 of 258Actian.comactian.comOther observed source1.89%21067Unavailable
#83 of 258Berkeley.eduberkeley.eduAcademic and government source1.89%21067Unavailable
#84 of 258Catalyzex.comcatalyzex.comOther observed source1.89%21067Unavailable
#85 of 258Cloudzy.comcloudzy.comOther observed source1.89%21067Unavailable
#86 of 258Datarobot.comdatarobot.comMarket and company database1.89%21067Unavailable
#87 of 258Deploybase.aideploybase.aiOther observed source1.89%21067Unavailable
#88 of 258Docupile.comdocupile.comOther observed source1.89%21067Unavailable
#89 of 258Docuvantage.comdocuvantage.comOther observed source1.89%21067Unavailable
#90 of 258Fast.iofast.ioOther observed source1.89%21067Unavailable
#91 of 258Gatling.iogatling.ioOther observed source1.89%21067Unavailable
#92 of 258Geeksforgeeks.orggeeksforgeeks.orgOther observed source1.89%21067Unavailable
#93 of 258Gyansetu.ingyansetu.inOther observed source1.89%21067Unavailable
#94 of 258Hivenet.comhivenet.comOther observed source1.89%21067Unavailable
#95 of 258Inferencelatency.cominferencelatency.comOther observed source1.89%21067Unavailable
#96 of 258Inferras.orginferras.orgOther observed source1.89%21067Unavailable
#97 of 258Keysight.comkeysight.comOther observed source1.89%21067Unavailable
#98 of 258Latenode.comlatenode.comOther observed source1.89%21067Unavailable
#99 of 258Mastra.aimastra.aiOther observed source1.89%21067Unavailable
#100 of 258Mindstudio.aimindstudio.aiVendor-owned source1.89%21067Unavailable

Showing the first 100 rows from 258 observed domains.

Release and boundary

How to cite this segment

AI Infrastructure / How buyers choose: 258 observed source domains in the leaderboard, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/ai-infrastructure/how_choose.

Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.

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.

Apply the MR Framework

Check how AI systems cite your brand.

Free MR Consultant — available as a custom GPT and a Gemini Gem. Each is pre-trained on the Machine Relations framework. Ask it to audit your entity presence, earned authority gaps, and citation frequency across ChatGPT, Claude, and Perplexity.

Open in ChatGPTOpen in Gemini
AI Infrastructure: How buyers choose MRI leaderboard