Evidence floor met in this release.
AI InfrastructureStatePublished Observed runs106 Run dates7 Observed domains265
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: 106 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 265 | Redditreddit.com | Community and social platform | 32.08% | 34 | 106 | 7 | Unavailable |
| #2 of 265 | Mediummedium.com | Editorial publication | 25.47% | 27 | 106 | 7 | Unavailable |
| #3 of 265 | Chitika.comchitika.com | Editorial publication | 22.64% | 24 | 106 | 7 | Unavailable |
| #4 of 265 | Atlan.comatlan.com | Vendor-owned source | 21.70% | 23 | 106 | 7 | Unavailable |
| #5 of 265 | Arxiv.orgarxiv.org | Academic and government source | 16.98% | 18 | 106 | 7 | Unavailable |
| #6 of 265 | LinkedInlinkedin.com | Community and social platform | 16.98% | 18 | 106 | 7 | Unavailable |
| #7 of 265 | YouTubeyoutube.com | Search or media platform | 16.98% | 18 | 106 | 7 | Unavailable |
| #8 of 265 | Amazon.comamazon.com | Editorial publication | 16.04% | 17 | 106 | 7 | Unavailable |
| #9 of 265 | Cudocompute.comcudocompute.com | Other observed source | 15.09% | 16 | 106 | 7 | Unavailable |
| #10 of 265 | Gmicloud.aigmicloud.ai | Other observed source | 14.15% | 15 | 106 | 7 | Unavailable |
| #11 of 265 | Dev.todev.to | Community and social platform | 11.32% | 12 | 106 | 7 | Unavailable |
| #12 of 265 | Render.comrender.com | Other observed source | 11.32% | 12 | 106 | 7 | Unavailable |
| #13 of 265 | Spheron.networkspheron.network | Other observed source | 11.32% | 12 | 106 | 7 | Unavailable |
| #14 of 265 | Truefoundry.comtruefoundry.com | Vendor-owned source | 11.32% | 12 | 106 | 7 | Unavailable |
| #15 of 265 | Firecrawl.devfirecrawl.dev | Other observed source | 10.38% | 11 | 106 | 7 | Unavailable |
| #16 of 265 | Percona.compercona.com | Other observed source | 10.38% | 11 | 106 | 7 | Unavailable |
| #17 of 265 | Onyx.apponyx.app | Other observed source | 9.43% | 10 | 106 | 7 | Unavailable |
| #18 of 265 | Runpod.iorunpod.io | Other observed source | 9.43% | 10 | 106 | 7 | Unavailable |
| #19 of 265 | Aimprosoft.comaimprosoft.com | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #20 of 265 | Corvex.aicorvex.ai | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #21 of 265 | Introl.comintrol.com | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #22 of 265 | Meilisearch.commeilisearch.com | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #23 of 265 | Portkey.aiportkey.ai | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #24 of 265 | Venture Beatventurebeat.com | Editorial publication | 7.55% | 8 | 106 | 7 | Unavailable |
| #25 of 265 | Axiomlogica.comaxiomlogica.com | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #26 of 265 | Customgpt.aicustomgpt.ai | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #27 of 265 | Gigaspaces.comgigaspaces.com | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #28 of 265 | Scylladb.comscylladb.com | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #29 of 265 | Towardsai.nettowardsai.net | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #30 of 265 | Flashquery.aiflashquery.ai | Other observed source | 5.66% | 6 | 106 | 7 | Unavailable |
| #31 of 265 | Lakefs.iolakefs.io | Other observed source | 5.66% | 6 | 106 | 7 | Unavailable |
| #32 of 265 | Redis.ioredis.io | Other observed source | 5.66% | 6 | 106 | 7 | Unavailable |
| #33 of 265 | Alphacorp.aialphacorp.ai | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #34 of 265 | Confluent.ioconfluent.io | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #35 of 265 | Gravitee.iogravitee.io | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #36 of 265 | Nvidia.comnvidia.com | Vendor-owned source | 4.72% | 5 | 106 | 7 | Unavailable |
| #37 of 265 | Openkit.aiopenkit.ai | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #38 of 265 | Sphereinc.comsphereinc.com | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #39 of 265 | Databricks.comdatabricks.com | Vendor-owned source | 3.77% | 4 | 106 | 7 | Unavailable |
| #40 of 265 | Digitalocean.comdigitalocean.com | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #41 of 265 | Getmaxim.aigetmaxim.ai | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #42 of 265 | Mastra.aimastra.ai | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #43 of 265 | Oracle.comoracle.com | Vendor-owned source | 3.77% | 4 | 106 | 7 | Unavailable |
| #44 of 265 | Ragdollai.ioragdollai.io | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #45 of 265 | Substack.comsubstack.com | Community and social platform | 3.77% | 4 | 106 | 7 | Unavailable |
| #46 of 265 | Vcluster.comvcluster.com | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #47 of 265 | Artificial-intelligence-wiki.comartificial-intelligence-wiki.com | Market and company database | 2.83% | 3 | 106 | 7 | Unavailable |
| #48 of 265 | Axecompute.comaxecompute.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #49 of 265 | Cake.aicake.ai | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #50 of 265 | Cisco.comcisco.com | Academic and government source | 2.83% | 3 | 106 | 7 | Unavailable |
| #51 of 265 | Civo.comcivo.com | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #52 of 265 | Cloud4u.comcloud4u.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #53 of 265 | Cloudzero.comcloudzero.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #54 of 265 | Computeprices.comcomputeprices.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #55 of 265 | Cyfuture.comcyfuture.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #56 of 265 | Fluence.networkfluence.network | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #57 of 265 | Fpt.aifpt.ai | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #58 of 265 | Hubspotusercontent-na1.nethubspotusercontent-na1.net | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #59 of 265 | Jarvislabs.aijarvislabs.ai | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #60 of 265 | Merge.devmerge.dev | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #61 of 265 | Microsoft.commicrosoft.com | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #62 of 265 | Pecollective.compecollective.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #63 of 265 | Progress.comprogress.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #64 of 265 | Qodo.aiqodo.ai | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #65 of 265 | Ragaboutit.comragaboutit.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #66 of 265 | Respan.airespan.ai | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #67 of 265 | Tencentcloud.comtencentcloud.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #68 of 265 | Thundercompute.comthundercompute.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #69 of 265 | Tokenmix.aitokenmix.ai | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #70 of 265 | X.comx.com | Community and social platform | 2.83% | 3 | 106 | 7 | Unavailable |
| #71 of 265 | Zenml.iozenml.io | Editorial publication | 2.83% | 3 | 106 | 7 | Unavailable |
| #72 of 265 | Adaptiverecall.comadaptiverecall.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #73 of 265 | Afnexis.comafnexis.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #74 of 265 | Ailog.frailog.fr | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #75 of 265 | Aitooldiscovery.comaitooldiscovery.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #76 of 265 | Amitkoth.comamitkoth.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #77 of 265 | Appinventiv.comappinventiv.com | Editorial publication | 1.89% | 2 | 106 | 7 | Unavailable |
| #78 of 265 | Arkanecloud.comarkanecloud.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #79 of 265 | Braintrust.devbraintrust.dev | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #80 of 265 | Bytehooks.combytehooks.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #81 of 265 | Catchpoint.comcatchpoint.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #82 of 265 | Checkthat.aicheckthat.ai | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #83 of 265 | Clarifai.comclarifai.com | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #84 of 265 | Cloudflare.comcloudflare.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #85 of 265 | Cloudtweaks.comcloudtweaks.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #86 of 265 | Context-link.aicontext-link.ai | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #87 of 265 | Enterprisebot.aienterprisebot.ai | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #88 of 265 | Hellopeople.com.auhellopeople.com.au | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #89 of 265 | Hyland.comhyland.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #90 of 265 | Ibm.comibm.com | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #91 of 265 | Ignitionrag.comignitionrag.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #92 of 265 | Leanopstech.comleanopstech.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #93 of 265 | Lyceum.technologylyceum.technology | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #94 of 265 | Ment.techment.tech | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #95 of 265 | Milvus.iomilvus.io | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #96 of 265 | Nogentech.orgnogentech.org | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #97 of 265 | Northflank.comnorthflank.com | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #98 of 265 | Nosana.comnosana.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #99 of 265 | Nscale.comnscale.com | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #100 of 265 | Onesourcecloud.netonesourcecloud.net | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
Showing the first 100 rows from 265 observed domains.
Release and boundary
How to cite this segment
AI Infrastructure / Is it worth it: 265 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/is_x_worth.
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.