Evidence floor met in this release.
AI InfrastructureStatePublished Observed runs108 Run dates7 Observed domains231
Published segment leaderboard
AI Infrastructure: Comparisons in the Machine Relations Index
This leaderboard uses only the AI Infrastructure / Comparisons segment denominator: 108 observed answer runs across 7 dates.
Segment-specific denominator. Not the overall domain denominator.
Release floor: 7 dates.
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.
| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---|---|---|---|---|
| #1 of 231 | YouTubeyoutube.com | Search or media platform | 33.33% | 36 | 108 | 7 | Unavailable |
| #2 of 231 | Databricks.comdatabricks.com | Vendor-owned source | 29.63% | 32 | 108 | 7 | Unavailable |
| #3 of 231 | Ibm.comibm.com | Vendor-owned source | 22.22% | 24 | 108 | 7 | Unavailable |
| #4 of 231 | Mediummedium.com | Editorial publication | 19.44% | 21 | 108 | 7 | Unavailable |
| #5 of 231 | Montecarlo.aimontecarlo.ai | Other observed source | 18.52% | 20 | 108 | 7 | Unavailable |
| #6 of 231 | Redditreddit.com | Community and social platform | 15.74% | 17 | 108 | 7 | Unavailable |
| #7 of 231 | K2view.comk2view.com | Other observed source | 13.89% | 15 | 108 | 7 | Unavailable |
| #8 of 231 | Unstructured.iounstructured.io | Vendor-owned source | 13.89% | 15 | 108 | 7 | Unavailable |
| #9 of 231 | LinkedInlinkedin.com | Community and social platform | 12.96% | 14 | 108 | 7 | Unavailable |
| #10 of 231 | Arxiv.orgarxiv.org | Academic and government source | 11.11% | 12 | 108 | 7 | Unavailable |
| #11 of 231 | Dev.todev.to | Community and social platform | 11.11% | 12 | 108 | 7 | Unavailable |
| #12 of 231 | Redhat.comredhat.com | Vendor-owned source | 11.11% | 12 | 108 | 7 | Unavailable |
| #13 of 231 | Gmicloud.aigmicloud.ai | Other observed source | 10.19% | 11 | 108 | 7 | Unavailable |
| #14 of 231 | Cohere.comcohere.com | Other observed source | 9.26% | 10 | 108 | 7 | Unavailable |
| #15 of 231 | Vectara.comvectara.com | Other observed source | 9.26% | 10 | 108 | 7 | Unavailable |
| #16 of 231 | Glean.comglean.com | Vendor-owned source | 8.33% | 9 | 108 | 7 | Unavailable |
| #17 of 231 | Oracle.comoracle.com | Vendor-owned source | 8.33% | 9 | 108 | 7 | Unavailable |
| #18 of 231 | Digitalocean.comdigitalocean.com | Other observed source | 7.41% | 8 | 108 | 7 | Unavailable |
| #19 of 231 | Milvus.iomilvus.io | Other observed source | 7.41% | 8 | 108 | 7 | Unavailable |
| #20 of 231 | Runpod.iorunpod.io | Other observed source | 7.41% | 8 | 108 | 7 | Unavailable |
| #21 of 231 | Amazon.comamazon.com | Editorial publication | 6.48% | 7 | 108 | 7 | Unavailable |
| #22 of 231 | Neptune-software.comneptune-software.com | Other observed source | 6.48% | 7 | 108 | 7 | Unavailable |
| #23 of 231 | Towardsdatascience.comtowardsdatascience.com | Market and company database | 6.48% | 7 | 108 | 7 | Unavailable |
| #24 of 231 | Actian.comactian.com | Other observed source | 5.56% | 6 | 108 | 7 | Unavailable |
| #25 of 231 | Cisco.comcisco.com | Academic and government source | 5.56% | 6 | 108 | 7 | Unavailable |
| #26 of 231 | Knowledge-base.softwareknowledge-base.software | Other observed source | 5.56% | 6 | 108 | 7 | Unavailable |
| #27 of 231 | Algolia.comalgolia.com | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #28 of 231 | Asoasis.techasoasis.tech | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #29 of 231 | Github.iogithub.io | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #30 of 231 | Kairntech.comkairntech.com | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #31 of 231 | Meilisearch.commeilisearch.com | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #32 of 231 | NIHnih.gov | Academic and government source | 4.63% | 5 | 108 | 7 | Unavailable |
| #33 of 231 | Thoughtspot.comthoughtspot.com | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #34 of 231 | Wizzy.aiwizzy.ai | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #35 of 231 | Ailearnings.inailearnings.in | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #36 of 231 | Avichala.comavichala.com | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #37 of 231 | Bentoml.combentoml.com | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #38 of 231 | Buildmvpfast.combuildmvpfast.com | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #39 of 231 | Cloudfront.netcloudfront.net | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #40 of 231 | Gigagpu.comgigagpu.com | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #41 of 231 | Pureinsights.compureinsights.com | Market and company database | 3.70% | 4 | 108 | 7 | Unavailable |
| #42 of 231 | Snorkel.aisnorkel.ai | Academic and government source | 3.70% | 4 | 108 | 7 | Unavailable |
| #43 of 231 | Spheron.networkspheron.network | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #44 of 231 | Substack.comsubstack.com | Community and social platform | 3.70% | 4 | 108 | 7 | Unavailable |
| #45 of 231 | Vips.eduvips.edu | Academic and government source | 3.70% | 4 | 108 | 7 | Unavailable |
| #46 of 231 | Alibabacloud.comalibabacloud.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #47 of 231 | Atlan.comatlan.com | Vendor-owned source | 2.78% | 3 | 108 | 7 | Unavailable |
| #48 of 231 | Contextual.aicontextual.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #49 of 231 | Ikasia.aiikasia.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #50 of 231 | Jimmyresearch.comjimmyresearch.com | Market and company database | 2.78% | 3 | 108 | 7 | Unavailable |
| #51 of 231 | Leewayhertz.comleewayhertz.com | Vendor-owned source | 2.78% | 3 | 108 | 7 | Unavailable |
| #52 of 231 | Microsoft.commicrosoft.com | Vendor-owned source | 2.78% | 3 | 108 | 7 | Unavailable |
| #53 of 231 | Neo4j.comneo4j.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #54 of 231 | Parasail.ioparasail.io | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #55 of 231 | Promptmetrics.devpromptmetrics.dev | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #56 of 231 | Rafay.corafay.co | Academic and government source | 2.78% | 3 | 108 | 7 | Unavailable |
| #57 of 231 | Scifiniti.comscifiniti.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #58 of 231 | Stackai.comstackai.com | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #59 of 231 | Weaviate.ioweaviate.io | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #60 of 231 | Winder.aiwinder.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #61 of 231 | Yottalabs.aiyottalabs.ai | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #62 of 231 | Agentc2.aiagentc2.ai | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #63 of 231 | Ai-tldr.devai-tldr.dev | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #64 of 231 | Aipricingmaster.comaipricingmaster.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #65 of 231 | Centricconsulting.comcentricconsulting.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #66 of 231 | Chatgridai.comchatgridai.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #67 of 231 | Cloudian.comcloudian.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #68 of 231 | Codercops.comcodercops.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #69 of 231 | Coreweave.comcoreweave.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #70 of 231 | Couchbase.comcouchbase.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #71 of 231 | Deploybase.aideploybase.ai | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #72 of 231 | Elastic.coelastic.co | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #73 of 231 | Firecrawl.devfirecrawl.dev | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #74 of 231 | Fireworks.aifireworks.ai | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #75 of 231 | Genaimlinstitute.comgenaimlinstitute.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #76 of 231 | Geodd.iogeodd.io | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #77 of 231 | Huggingface.cohuggingface.co | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #78 of 231 | Hyland.comhyland.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #79 of 231 | Inferenceai.techinferenceai.tech | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #80 of 231 | Inferras.orginferras.org | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #81 of 231 | Instaclustr.cominstaclustr.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #82 of 231 | Leanlm.aileanlm.ai | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #83 of 231 | Meganova.aimeganova.ai | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #84 of 231 | Mindpathtech.commindpathtech.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #85 of 231 | Modal.commodal.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #86 of 231 | Sculptsoft.comsculptsoft.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #87 of 231 | Sparklin.comsparklin.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #88 of 231 | Spice.aispice.ai | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #89 of 231 | Superlinked.comsuperlinked.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #90 of 231 | Tigerdata.comtigerdata.com | Market and company database | 1.85% | 2 | 108 | 7 | Unavailable |
| #91 of 231 | Ud.hkud.hk | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #92 of 231 | Upstash.comupstash.com | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #93 of 231 | Velebit.aivelebit.ai | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #94 of 231 | Wikipediawikipedia.org | Academic and government source | 1.85% | 2 | 108 | 7 | Unavailable |
| #95 of 231 | Wissly.aiwissly.ai | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #96 of 231 | Accelario.comaccelario.com | Other observed source | 0.93% | 1 | 108 | 7 | Unavailable |
| #97 of 231 | Aclanthology.orgaclanthology.org | Other observed source | 0.93% | 1 | 108 | 7 | Unavailable |
| #98 of 231 | Acm.orgacm.org | Academic and government source | 0.93% | 1 | 108 | 7 | Unavailable |
| #99 of 231 | Actionbridge.ioactionbridge.io | Other observed source | 0.93% | 1 | 108 | 7 | Unavailable |
| #100 of 231 | Aerospike.comaerospike.com | Vendor-owned source | 0.93% | 1 | 108 | 7 | Unavailable |
Showing the first 100 rows from 231 observed domains.
Release and boundary
How to cite this segment
AI Infrastructure / Comparisons: 231 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/x_vs_y.
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.