# AI Infrastructure: How buyers choose in the Machine Relations Index

Canonical URL: 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.

This is the public leaderboard for the exact AI Infrastructure / How buyers choose segment. Rates use the segment denominator only: 106 observed runs across 7 dates.

| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---:|---:|---:|---:|---|
| #1 of 258 | [Medium](https://machinerelations.ai/index/domains/medium.com) | Editorial publication | 31.13% | 33 | 106 | 7 | Unavailable |
| #2 of 258 | [Arxiv.org](https://machinerelations.ai/index/domains/arxiv.org) | Academic and government source | 30.19% | 32 | 106 | 7 | Unavailable |
| #3 of 258 | [YouTube](https://machinerelations.ai/index/domains/youtube.com) | Search or media platform | 28.30% | 30 | 106 | 7 | Unavailable |
| #4 of 258 | [Milvus.io](https://machinerelations.ai/index/domains/milvus.io) | Other observed source | 17.92% | 19 | 106 | 7 | Unavailable |
| #5 of 258 | [Reddit](https://machinerelations.ai/index/domains/reddit.com) | Community and social platform | 16.04% | 17 | 106 | 7 | Unavailable |
| #6 of 258 | [Pecollective.com](https://machinerelations.ai/index/domains/pecollective.com) | Other observed source | 15.09% | 16 | 106 | 7 | Unavailable |
| #7 of 258 | [Bentoml.com](https://machinerelations.ai/index/domains/bentoml.com) | Other observed source | 14.15% | 15 | 106 | 7 | Unavailable |
| #8 of 258 | [Dev.to](https://machinerelations.ai/index/domains/dev.to) | Community and social platform | 14.15% | 15 | 106 | 7 | Unavailable |
| #9 of 258 | [Gmicloud.ai](https://machinerelations.ai/index/domains/gmicloud.ai) | Other observed source | 14.15% | 15 | 106 | 7 | Unavailable |
| #10 of 258 | [Stackai.com](https://machinerelations.ai/index/domains/stackai.com) | Other observed source | 12.26% | 13 | 106 | 7 | Unavailable |
| #11 of 258 | [Nvidia.com](https://machinerelations.ai/index/domains/nvidia.com) | Vendor-owned source | 11.32% | 12 | 106 | 7 | Unavailable |
| #12 of 258 | [Spheron.network](https://machinerelations.ai/index/domains/spheron.network) | Other observed source | 11.32% | 12 | 106 | 7 | Unavailable |
| #13 of 258 | [Zilliz.com](https://machinerelations.ai/index/domains/zilliz.com) | Other observed source | 10.38% | 11 | 106 | 7 | Unavailable |
| #14 of 258 | [LinkedIn](https://machinerelations.ai/index/domains/linkedin.com) | Community and social platform | 9.43% | 10 | 106 | 7 | Unavailable |
| #15 of 258 | [Meilisearch.com](https://machinerelations.ai/index/domains/meilisearch.com) | Other observed source | 9.43% | 10 | 106 | 7 | Unavailable |
| #16 of 258 | [Runpod.io](https://machinerelations.ai/index/domains/runpod.io) | Other observed source | 9.43% | 10 | 106 | 7 | Unavailable |
| #17 of 258 | [Greennode.ai](https://machinerelations.ai/index/domains/greennode.ai) | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #18 of 258 | [Llamaindex.ai](https://machinerelations.ai/index/domains/llamaindex.ai) | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #19 of 258 | [Pinecone.io](https://machinerelations.ai/index/domains/pinecone.io) | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #20 of 258 | [Towardsai.net](https://machinerelations.ai/index/domains/towardsai.net) | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #21 of 258 | [Databricks.com](https://machinerelations.ai/index/domains/databricks.com) | Vendor-owned source | 6.60% | 7 | 106 | 7 | Unavailable |
| #22 of 258 | [Digitalocean.com](https://machinerelations.ai/index/domains/digitalocean.com) | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #23 of 258 | [Github.io](https://machinerelations.ai/index/domains/github.io) | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #24 of 258 | [Github.com](https://machinerelations.ai/index/domains/github.com) | Community and social platform | 5.66% | 6 | 106 | 7 | Unavailable |
| #25 of 258 | [Microsoft.com](https://machinerelations.ai/index/domains/microsoft.com) | Vendor-owned source | 5.66% | 6 | 106 | 7 | Unavailable |
| #26 of 258 | [Modal.com](https://machinerelations.ai/index/domains/modal.com) | Other observed source | 5.66% | 6 | 106 | 7 | Unavailable |
| #27 of 258 | [Mongodb.com](https://machinerelations.ai/index/domains/mongodb.com) | Other observed source | 5.66% | 6 | 106 | 7 | Unavailable |
| #28 of 258 | [Substack.com](https://machinerelations.ai/index/domains/substack.com) | Community and social platform | 5.66% | 6 | 106 | 7 | Unavailable |
| #29 of 258 | [Zenml.io](https://machinerelations.ai/index/domains/zenml.io) | Editorial publication | 5.66% | 6 | 106 | 7 | Unavailable |
| #30 of 258 | [Aimultiple.com](https://machinerelations.ai/index/domains/aimultiple.com) | Editorial publication | 4.72% | 5 | 106 | 7 | Unavailable |
| #31 of 258 | [Buildwithmatija.com](https://machinerelations.ai/index/domains/buildwithmatija.com) | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #32 of 258 | [Elastic.co](https://machinerelations.ai/index/domains/elastic.co) | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #33 of 258 | [Gigagpu.com](https://machinerelations.ai/index/domains/gigagpu.com) | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #34 of 258 | [Huggingface.co](https://machinerelations.ai/index/domains/huggingface.co) | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #35 of 258 | [Hyperstack.cloud](https://machinerelations.ai/index/domains/hyperstack.cloud) | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #36 of 258 | [Qdrant.tech](https://machinerelations.ai/index/domains/qdrant.tech) | Search or media platform | 4.72% | 5 | 106 | 7 | Unavailable |
| #37 of 258 | [Tigerdata.com](https://machinerelations.ai/index/domains/tigerdata.com) | Market and company database | 4.72% | 5 | 106 | 7 | Unavailable |
| #38 of 258 | [Unstructured.io](https://machinerelations.ai/index/domains/unstructured.io) | Vendor-owned source | 4.72% | 5 | 106 | 7 | Unavailable |
| #39 of 258 | [Weaviate.io](https://machinerelations.ai/index/domains/weaviate.io) | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #40 of 258 | [Datacamp.com](https://machinerelations.ai/index/domains/datacamp.com) | Market and company database | 3.77% | 4 | 106 | 7 | Unavailable |
| #41 of 258 | [Innovativeais.com](https://machinerelations.ai/index/domains/innovativeais.com) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #42 of 258 | [Inworld.ai](https://machinerelations.ai/index/domains/inworld.ai) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #43 of 258 | [Jimmyresearch.com](https://machinerelations.ai/index/domains/jimmyresearch.com) | Market and company database | 3.77% | 4 | 106 | 7 | Unavailable |
| #44 of 258 | [Loadforge.com](https://machinerelations.ai/index/domains/loadforge.com) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #45 of 258 | [Mixpeek.com](https://machinerelations.ai/index/domains/mixpeek.com) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #46 of 258 | [Openai.com](https://machinerelations.ai/index/domains/openai.com) | Vendor-owned source | 3.77% | 4 | 106 | 7 | Unavailable |
| #47 of 258 | [Parasail.io](https://machinerelations.ai/index/domains/parasail.io) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #48 of 258 | [Promptmetrics.dev](https://machinerelations.ai/index/domains/promptmetrics.dev) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #49 of 258 | [Tensoria.fr](https://machinerelations.ai/index/domains/tensoria.fr) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #50 of 258 | [Y Combinator](https://machinerelations.ai/index/domains/ycombinator.com) | Community and social platform | 3.77% | 4 | 106 | 7 | Unavailable |
| #51 of 258 | [Zenvanriel.com](https://machinerelations.ai/index/domains/zenvanriel.com) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #52 of 258 | [Aipricingmaster.com](https://machinerelations.ai/index/domains/aipricingmaster.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #53 of 258 | [Alibabacloud.com](https://machinerelations.ai/index/domains/alibabacloud.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #54 of 258 | [Amazon.com](https://machinerelations.ai/index/domains/amazon.com) | Editorial publication | 2.83% | 3 | 106 | 7 | Unavailable |
| #55 of 258 | [Apxml.com](https://machinerelations.ai/index/domains/apxml.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #56 of 258 | [Beam.cloud](https://machinerelations.ai/index/domains/beam.cloud) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #57 of 258 | [Blaxel.ai](https://machinerelations.ai/index/domains/blaxel.ai) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #58 of 258 | [Buildmvpfast.com](https://machinerelations.ai/index/domains/buildmvpfast.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #59 of 258 | [Codesignal.com](https://machinerelations.ai/index/domains/codesignal.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #60 of 258 | [Docsie.io](https://machinerelations.ai/index/domains/docsie.io) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #61 of 258 | [Docuware.com](https://machinerelations.ai/index/domains/docuware.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #62 of 258 | [Firecrawl.dev](https://machinerelations.ai/index/domains/firecrawl.dev) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #63 of 258 | [Fireworks.ai](https://machinerelations.ai/index/domains/fireworks.ai) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #64 of 258 | [Galileo.ai](https://machinerelations.ai/index/domains/galileo.ai) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #65 of 258 | [Gopenai.com](https://machinerelations.ai/index/domains/gopenai.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #66 of 258 | [Ibm.com](https://machinerelations.ai/index/domains/ibm.com) | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #67 of 258 | [Jfrog.com](https://machinerelations.ai/index/domains/jfrog.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #68 of 258 | [Langchain.com](https://machinerelations.ai/index/domains/langchain.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #69 of 258 | [Mdpi.com](https://machinerelations.ai/index/domains/mdpi.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #70 of 258 | [Mirantis.com](https://machinerelations.ai/index/domains/mirantis.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #71 of 258 | [Oracle.com](https://machinerelations.ai/index/domains/oracle.com) | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #72 of 258 | [Redis.io](https://machinerelations.ai/index/domains/redis.io) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #73 of 258 | [Roboflow.com](https://machinerelations.ai/index/domains/roboflow.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #74 of 258 | [Superlinked.com](https://machinerelations.ai/index/domains/superlinked.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #75 of 258 | [Supermemory.ai](https://machinerelations.ai/index/domains/supermemory.ai) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #76 of 258 | [Techsy.io](https://machinerelations.ai/index/domains/techsy.io) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #77 of 258 | [Towardsdatascience.com](https://machinerelations.ai/index/domains/towardsdatascience.com) | Market and company database | 2.83% | 3 | 106 | 7 | Unavailable |
| #78 of 258 | [Truefoundry.com](https://machinerelations.ai/index/domains/truefoundry.com) | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #79 of 258 | [Vespa.ai](https://machinerelations.ai/index/domains/vespa.ai) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #80 of 258 | [Voyageai.com](https://machinerelations.ai/index/domains/voyageai.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #81 of 258 | [Aclanthology.org](https://machinerelations.ai/index/domains/aclanthology.org) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #82 of 258 | [Actian.com](https://machinerelations.ai/index/domains/actian.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #83 of 258 | [Berkeley.edu](https://machinerelations.ai/index/domains/berkeley.edu) | Academic and government source | 1.89% | 2 | 106 | 7 | Unavailable |
| #84 of 258 | [Catalyzex.com](https://machinerelations.ai/index/domains/catalyzex.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #85 of 258 | [Cloudzy.com](https://machinerelations.ai/index/domains/cloudzy.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #86 of 258 | [Datarobot.com](https://machinerelations.ai/index/domains/datarobot.com) | Market and company database | 1.89% | 2 | 106 | 7 | Unavailable |
| #87 of 258 | [Deploybase.ai](https://machinerelations.ai/index/domains/deploybase.ai) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #88 of 258 | [Docupile.com](https://machinerelations.ai/index/domains/docupile.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #89 of 258 | [Docuvantage.com](https://machinerelations.ai/index/domains/docuvantage.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #90 of 258 | [Fast.io](https://machinerelations.ai/index/domains/fast.io) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #91 of 258 | [Gatling.io](https://machinerelations.ai/index/domains/gatling.io) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #92 of 258 | [Geeksforgeeks.org](https://machinerelations.ai/index/domains/geeksforgeeks.org) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #93 of 258 | [Gyansetu.in](https://machinerelations.ai/index/domains/gyansetu.in) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #94 of 258 | [Hivenet.com](https://machinerelations.ai/index/domains/hivenet.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #95 of 258 | [Inferencelatency.com](https://machinerelations.ai/index/domains/inferencelatency.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #96 of 258 | [Inferras.org](https://machinerelations.ai/index/domains/inferras.org) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #97 of 258 | [Keysight.com](https://machinerelations.ai/index/domains/keysight.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #98 of 258 | [Latenode.com](https://machinerelations.ai/index/domains/latenode.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #99 of 258 | [Mastra.ai](https://machinerelations.ai/index/domains/mastra.ai) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #100 of 258 | [Mindstudio.ai](https://machinerelations.ai/index/domains/mindstudio.ai) | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |

## Citation

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.