# AI Infrastructure: Comparisons in the Machine Relations Index

Canonical URL: 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.

This is the public leaderboard for the exact AI Infrastructure / Comparisons segment. Rates use the segment denominator only: 108 observed runs across 7 dates.

| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---:|---:|---:|---:|---|
| #1 of 231 | [YouTube](https://machinerelations.ai/index/domains/youtube.com) | Search or media platform | 33.33% | 36 | 108 | 7 | Unavailable |
| #2 of 231 | [Databricks.com](https://machinerelations.ai/index/domains/databricks.com) | Vendor-owned source | 29.63% | 32 | 108 | 7 | Unavailable |
| #3 of 231 | [Ibm.com](https://machinerelations.ai/index/domains/ibm.com) | Vendor-owned source | 22.22% | 24 | 108 | 7 | Unavailable |
| #4 of 231 | [Medium](https://machinerelations.ai/index/domains/medium.com) | Editorial publication | 19.44% | 21 | 108 | 7 | Unavailable |
| #5 of 231 | [Montecarlo.ai](https://machinerelations.ai/index/domains/montecarlo.ai) | Other observed source | 18.52% | 20 | 108 | 7 | Unavailable |
| #6 of 231 | [Reddit](https://machinerelations.ai/index/domains/reddit.com) | Community and social platform | 15.74% | 17 | 108 | 7 | Unavailable |
| #7 of 231 | [K2view.com](https://machinerelations.ai/index/domains/k2view.com) | Other observed source | 13.89% | 15 | 108 | 7 | Unavailable |
| #8 of 231 | [Unstructured.io](https://machinerelations.ai/index/domains/unstructured.io) | Vendor-owned source | 13.89% | 15 | 108 | 7 | Unavailable |
| #9 of 231 | [LinkedIn](https://machinerelations.ai/index/domains/linkedin.com) | Community and social platform | 12.96% | 14 | 108 | 7 | Unavailable |
| #10 of 231 | [Arxiv.org](https://machinerelations.ai/index/domains/arxiv.org) | Academic and government source | 11.11% | 12 | 108 | 7 | Unavailable |
| #11 of 231 | [Dev.to](https://machinerelations.ai/index/domains/dev.to) | Community and social platform | 11.11% | 12 | 108 | 7 | Unavailable |
| #12 of 231 | [Redhat.com](https://machinerelations.ai/index/domains/redhat.com) | Vendor-owned source | 11.11% | 12 | 108 | 7 | Unavailable |
| #13 of 231 | [Gmicloud.ai](https://machinerelations.ai/index/domains/gmicloud.ai) | Other observed source | 10.19% | 11 | 108 | 7 | Unavailable |
| #14 of 231 | [Cohere.com](https://machinerelations.ai/index/domains/cohere.com) | Other observed source | 9.26% | 10 | 108 | 7 | Unavailable |
| #15 of 231 | [Vectara.com](https://machinerelations.ai/index/domains/vectara.com) | Other observed source | 9.26% | 10 | 108 | 7 | Unavailable |
| #16 of 231 | [Glean.com](https://machinerelations.ai/index/domains/glean.com) | Vendor-owned source | 8.33% | 9 | 108 | 7 | Unavailable |
| #17 of 231 | [Oracle.com](https://machinerelations.ai/index/domains/oracle.com) | Vendor-owned source | 8.33% | 9 | 108 | 7 | Unavailable |
| #18 of 231 | [Digitalocean.com](https://machinerelations.ai/index/domains/digitalocean.com) | Other observed source | 7.41% | 8 | 108 | 7 | Unavailable |
| #19 of 231 | [Milvus.io](https://machinerelations.ai/index/domains/milvus.io) | Other observed source | 7.41% | 8 | 108 | 7 | Unavailable |
| #20 of 231 | [Runpod.io](https://machinerelations.ai/index/domains/runpod.io) | Other observed source | 7.41% | 8 | 108 | 7 | Unavailable |
| #21 of 231 | [Amazon.com](https://machinerelations.ai/index/domains/amazon.com) | Editorial publication | 6.48% | 7 | 108 | 7 | Unavailable |
| #22 of 231 | [Neptune-software.com](https://machinerelations.ai/index/domains/neptune-software.com) | Other observed source | 6.48% | 7 | 108 | 7 | Unavailable |
| #23 of 231 | [Towardsdatascience.com](https://machinerelations.ai/index/domains/towardsdatascience.com) | Market and company database | 6.48% | 7 | 108 | 7 | Unavailable |
| #24 of 231 | [Actian.com](https://machinerelations.ai/index/domains/actian.com) | Other observed source | 5.56% | 6 | 108 | 7 | Unavailable |
| #25 of 231 | [Cisco.com](https://machinerelations.ai/index/domains/cisco.com) | Academic and government source | 5.56% | 6 | 108 | 7 | Unavailable |
| #26 of 231 | [Knowledge-base.software](https://machinerelations.ai/index/domains/knowledge-base.software) | Other observed source | 5.56% | 6 | 108 | 7 | Unavailable |
| #27 of 231 | [Algolia.com](https://machinerelations.ai/index/domains/algolia.com) | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #28 of 231 | [Asoasis.tech](https://machinerelations.ai/index/domains/asoasis.tech) | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #29 of 231 | [Github.io](https://machinerelations.ai/index/domains/github.io) | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #30 of 231 | [Kairntech.com](https://machinerelations.ai/index/domains/kairntech.com) | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #31 of 231 | [Meilisearch.com](https://machinerelations.ai/index/domains/meilisearch.com) | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #32 of 231 | [NIH](https://machinerelations.ai/index/domains/nih.gov) | Academic and government source | 4.63% | 5 | 108 | 7 | Unavailable |
| #33 of 231 | [Thoughtspot.com](https://machinerelations.ai/index/domains/thoughtspot.com) | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #34 of 231 | [Wizzy.ai](https://machinerelations.ai/index/domains/wizzy.ai) | Other observed source | 4.63% | 5 | 108 | 7 | Unavailable |
| #35 of 231 | [Ailearnings.in](https://machinerelations.ai/index/domains/ailearnings.in) | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #36 of 231 | [Avichala.com](https://machinerelations.ai/index/domains/avichala.com) | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #37 of 231 | [Bentoml.com](https://machinerelations.ai/index/domains/bentoml.com) | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #38 of 231 | [Buildmvpfast.com](https://machinerelations.ai/index/domains/buildmvpfast.com) | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #39 of 231 | [Cloudfront.net](https://machinerelations.ai/index/domains/cloudfront.net) | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #40 of 231 | [Gigagpu.com](https://machinerelations.ai/index/domains/gigagpu.com) | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #41 of 231 | [Pureinsights.com](https://machinerelations.ai/index/domains/pureinsights.com) | Market and company database | 3.70% | 4 | 108 | 7 | Unavailable |
| #42 of 231 | [Snorkel.ai](https://machinerelations.ai/index/domains/snorkel.ai) | Academic and government source | 3.70% | 4 | 108 | 7 | Unavailable |
| #43 of 231 | [Spheron.network](https://machinerelations.ai/index/domains/spheron.network) | Other observed source | 3.70% | 4 | 108 | 7 | Unavailable |
| #44 of 231 | [Substack.com](https://machinerelations.ai/index/domains/substack.com) | Community and social platform | 3.70% | 4 | 108 | 7 | Unavailable |
| #45 of 231 | [Vips.edu](https://machinerelations.ai/index/domains/vips.edu) | Academic and government source | 3.70% | 4 | 108 | 7 | Unavailable |
| #46 of 231 | [Alibabacloud.com](https://machinerelations.ai/index/domains/alibabacloud.com) | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #47 of 231 | [Atlan.com](https://machinerelations.ai/index/domains/atlan.com) | Vendor-owned source | 2.78% | 3 | 108 | 7 | Unavailable |
| #48 of 231 | [Contextual.ai](https://machinerelations.ai/index/domains/contextual.ai) | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #49 of 231 | [Ikasia.ai](https://machinerelations.ai/index/domains/ikasia.ai) | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #50 of 231 | [Jimmyresearch.com](https://machinerelations.ai/index/domains/jimmyresearch.com) | Market and company database | 2.78% | 3 | 108 | 7 | Unavailable |
| #51 of 231 | [Leewayhertz.com](https://machinerelations.ai/index/domains/leewayhertz.com) | Vendor-owned source | 2.78% | 3 | 108 | 7 | Unavailable |
| #52 of 231 | [Microsoft.com](https://machinerelations.ai/index/domains/microsoft.com) | Vendor-owned source | 2.78% | 3 | 108 | 7 | Unavailable |
| #53 of 231 | [Neo4j.com](https://machinerelations.ai/index/domains/neo4j.com) | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #54 of 231 | [Parasail.io](https://machinerelations.ai/index/domains/parasail.io) | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #55 of 231 | [Promptmetrics.dev](https://machinerelations.ai/index/domains/promptmetrics.dev) | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #56 of 231 | [Rafay.co](https://machinerelations.ai/index/domains/rafay.co) | Academic and government source | 2.78% | 3 | 108 | 7 | Unavailable |
| #57 of 231 | [Scifiniti.com](https://machinerelations.ai/index/domains/scifiniti.com) | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #58 of 231 | [Stackai.com](https://machinerelations.ai/index/domains/stackai.com) | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #59 of 231 | [Weaviate.io](https://machinerelations.ai/index/domains/weaviate.io) | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #60 of 231 | [Winder.ai](https://machinerelations.ai/index/domains/winder.ai) | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #61 of 231 | [Yottalabs.ai](https://machinerelations.ai/index/domains/yottalabs.ai) | Other observed source | 2.78% | 3 | 108 | 7 | Unavailable |
| #62 of 231 | [Agentc2.ai](https://machinerelations.ai/index/domains/agentc2.ai) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #63 of 231 | [Ai-tldr.dev](https://machinerelations.ai/index/domains/ai-tldr.dev) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #64 of 231 | [Aipricingmaster.com](https://machinerelations.ai/index/domains/aipricingmaster.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #65 of 231 | [Centricconsulting.com](https://machinerelations.ai/index/domains/centricconsulting.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #66 of 231 | [Chatgridai.com](https://machinerelations.ai/index/domains/chatgridai.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #67 of 231 | [Cloudian.com](https://machinerelations.ai/index/domains/cloudian.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #68 of 231 | [Codercops.com](https://machinerelations.ai/index/domains/codercops.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #69 of 231 | [Coreweave.com](https://machinerelations.ai/index/domains/coreweave.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #70 of 231 | [Couchbase.com](https://machinerelations.ai/index/domains/couchbase.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #71 of 231 | [Deploybase.ai](https://machinerelations.ai/index/domains/deploybase.ai) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #72 of 231 | [Elastic.co](https://machinerelations.ai/index/domains/elastic.co) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #73 of 231 | [Firecrawl.dev](https://machinerelations.ai/index/domains/firecrawl.dev) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #74 of 231 | [Fireworks.ai](https://machinerelations.ai/index/domains/fireworks.ai) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #75 of 231 | [Genaimlinstitute.com](https://machinerelations.ai/index/domains/genaimlinstitute.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #76 of 231 | [Geodd.io](https://machinerelations.ai/index/domains/geodd.io) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #77 of 231 | [Huggingface.co](https://machinerelations.ai/index/domains/huggingface.co) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #78 of 231 | [Hyland.com](https://machinerelations.ai/index/domains/hyland.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #79 of 231 | [Inferenceai.tech](https://machinerelations.ai/index/domains/inferenceai.tech) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #80 of 231 | [Inferras.org](https://machinerelations.ai/index/domains/inferras.org) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #81 of 231 | [Instaclustr.com](https://machinerelations.ai/index/domains/instaclustr.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #82 of 231 | [Leanlm.ai](https://machinerelations.ai/index/domains/leanlm.ai) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #83 of 231 | [Meganova.ai](https://machinerelations.ai/index/domains/meganova.ai) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #84 of 231 | [Mindpathtech.com](https://machinerelations.ai/index/domains/mindpathtech.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #85 of 231 | [Modal.com](https://machinerelations.ai/index/domains/modal.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #86 of 231 | [Sculptsoft.com](https://machinerelations.ai/index/domains/sculptsoft.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #87 of 231 | [Sparklin.com](https://machinerelations.ai/index/domains/sparklin.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #88 of 231 | [Spice.ai](https://machinerelations.ai/index/domains/spice.ai) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #89 of 231 | [Superlinked.com](https://machinerelations.ai/index/domains/superlinked.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #90 of 231 | [Tigerdata.com](https://machinerelations.ai/index/domains/tigerdata.com) | Market and company database | 1.85% | 2 | 108 | 7 | Unavailable |
| #91 of 231 | [Ud.hk](https://machinerelations.ai/index/domains/ud.hk) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #92 of 231 | [Upstash.com](https://machinerelations.ai/index/domains/upstash.com) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #93 of 231 | [Velebit.ai](https://machinerelations.ai/index/domains/velebit.ai) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #94 of 231 | [Wikipedia](https://machinerelations.ai/index/domains/wikipedia.org) | Academic and government source | 1.85% | 2 | 108 | 7 | Unavailable |
| #95 of 231 | [Wissly.ai](https://machinerelations.ai/index/domains/wissly.ai) | Other observed source | 1.85% | 2 | 108 | 7 | Unavailable |
| #96 of 231 | [Accelario.com](https://machinerelations.ai/index/domains/accelario.com) | Other observed source | 0.93% | 1 | 108 | 7 | Unavailable |
| #97 of 231 | [Aclanthology.org](https://machinerelations.ai/index/domains/aclanthology.org) | Other observed source | 0.93% | 1 | 108 | 7 | Unavailable |
| #98 of 231 | [Acm.org](https://machinerelations.ai/index/domains/acm.org) | Academic and government source | 0.93% | 1 | 108 | 7 | Unavailable |
| #99 of 231 | [Actionbridge.io](https://machinerelations.ai/index/domains/actionbridge.io) | Other observed source | 0.93% | 1 | 108 | 7 | Unavailable |
| #100 of 231 | [Aerospike.com](https://machinerelations.ai/index/domains/aerospike.com) | Vendor-owned source | 0.93% | 1 | 108 | 7 | Unavailable |

## Citation

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.