# AI Infrastructure: Is it worth it in the Machine Relations Index

Canonical URL: 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.

This is the public leaderboard for the exact AI Infrastructure / Is it worth it 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 265 | [Reddit](https://machinerelations.ai/index/domains/reddit.com) | Community and social platform | 32.08% | 34 | 106 | 7 | Unavailable |
| #2 of 265 | [Medium](https://machinerelations.ai/index/domains/medium.com) | Editorial publication | 25.47% | 27 | 106 | 7 | Unavailable |
| #3 of 265 | [Chitika.com](https://machinerelations.ai/index/domains/chitika.com) | Editorial publication | 22.64% | 24 | 106 | 7 | Unavailable |
| #4 of 265 | [Atlan.com](https://machinerelations.ai/index/domains/atlan.com) | Vendor-owned source | 21.70% | 23 | 106 | 7 | Unavailable |
| #5 of 265 | [Arxiv.org](https://machinerelations.ai/index/domains/arxiv.org) | Academic and government source | 16.98% | 18 | 106 | 7 | Unavailable |
| #6 of 265 | [LinkedIn](https://machinerelations.ai/index/domains/linkedin.com) | Community and social platform | 16.98% | 18 | 106 | 7 | Unavailable |
| #7 of 265 | [YouTube](https://machinerelations.ai/index/domains/youtube.com) | Search or media platform | 16.98% | 18 | 106 | 7 | Unavailable |
| #8 of 265 | [Amazon.com](https://machinerelations.ai/index/domains/amazon.com) | Editorial publication | 16.04% | 17 | 106 | 7 | Unavailable |
| #9 of 265 | [Cudocompute.com](https://machinerelations.ai/index/domains/cudocompute.com) | Other observed source | 15.09% | 16 | 106 | 7 | Unavailable |
| #10 of 265 | [Gmicloud.ai](https://machinerelations.ai/index/domains/gmicloud.ai) | Other observed source | 14.15% | 15 | 106 | 7 | Unavailable |
| #11 of 265 | [Dev.to](https://machinerelations.ai/index/domains/dev.to) | Community and social platform | 11.32% | 12 | 106 | 7 | Unavailable |
| #12 of 265 | [Render.com](https://machinerelations.ai/index/domains/render.com) | Other observed source | 11.32% | 12 | 106 | 7 | Unavailable |
| #13 of 265 | [Spheron.network](https://machinerelations.ai/index/domains/spheron.network) | Other observed source | 11.32% | 12 | 106 | 7 | Unavailable |
| #14 of 265 | [Truefoundry.com](https://machinerelations.ai/index/domains/truefoundry.com) | Vendor-owned source | 11.32% | 12 | 106 | 7 | Unavailable |
| #15 of 265 | [Firecrawl.dev](https://machinerelations.ai/index/domains/firecrawl.dev) | Other observed source | 10.38% | 11 | 106 | 7 | Unavailable |
| #16 of 265 | [Percona.com](https://machinerelations.ai/index/domains/percona.com) | Other observed source | 10.38% | 11 | 106 | 7 | Unavailable |
| #17 of 265 | [Onyx.app](https://machinerelations.ai/index/domains/onyx.app) | Other observed source | 9.43% | 10 | 106 | 7 | Unavailable |
| #18 of 265 | [Runpod.io](https://machinerelations.ai/index/domains/runpod.io) | Other observed source | 9.43% | 10 | 106 | 7 | Unavailable |
| #19 of 265 | [Aimprosoft.com](https://machinerelations.ai/index/domains/aimprosoft.com) | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #20 of 265 | [Corvex.ai](https://machinerelations.ai/index/domains/corvex.ai) | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #21 of 265 | [Introl.com](https://machinerelations.ai/index/domains/introl.com) | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #22 of 265 | [Meilisearch.com](https://machinerelations.ai/index/domains/meilisearch.com) | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #23 of 265 | [Portkey.ai](https://machinerelations.ai/index/domains/portkey.ai) | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #24 of 265 | [Venture Beat](https://machinerelations.ai/index/domains/venturebeat.com) | Editorial publication | 7.55% | 8 | 106 | 7 | Unavailable |
| #25 of 265 | [Axiomlogica.com](https://machinerelations.ai/index/domains/axiomlogica.com) | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #26 of 265 | [Customgpt.ai](https://machinerelations.ai/index/domains/customgpt.ai) | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #27 of 265 | [Gigaspaces.com](https://machinerelations.ai/index/domains/gigaspaces.com) | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #28 of 265 | [Scylladb.com](https://machinerelations.ai/index/domains/scylladb.com) | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #29 of 265 | [Towardsai.net](https://machinerelations.ai/index/domains/towardsai.net) | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #30 of 265 | [Flashquery.ai](https://machinerelations.ai/index/domains/flashquery.ai) | Other observed source | 5.66% | 6 | 106 | 7 | Unavailable |
| #31 of 265 | [Lakefs.io](https://machinerelations.ai/index/domains/lakefs.io) | Other observed source | 5.66% | 6 | 106 | 7 | Unavailable |
| #32 of 265 | [Redis.io](https://machinerelations.ai/index/domains/redis.io) | Other observed source | 5.66% | 6 | 106 | 7 | Unavailable |
| #33 of 265 | [Alphacorp.ai](https://machinerelations.ai/index/domains/alphacorp.ai) | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #34 of 265 | [Confluent.io](https://machinerelations.ai/index/domains/confluent.io) | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #35 of 265 | [Gravitee.io](https://machinerelations.ai/index/domains/gravitee.io) | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #36 of 265 | [Nvidia.com](https://machinerelations.ai/index/domains/nvidia.com) | Vendor-owned source | 4.72% | 5 | 106 | 7 | Unavailable |
| #37 of 265 | [Openkit.ai](https://machinerelations.ai/index/domains/openkit.ai) | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #38 of 265 | [Sphereinc.com](https://machinerelations.ai/index/domains/sphereinc.com) | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #39 of 265 | [Databricks.com](https://machinerelations.ai/index/domains/databricks.com) | Vendor-owned source | 3.77% | 4 | 106 | 7 | Unavailable |
| #40 of 265 | [Digitalocean.com](https://machinerelations.ai/index/domains/digitalocean.com) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #41 of 265 | [Getmaxim.ai](https://machinerelations.ai/index/domains/getmaxim.ai) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #42 of 265 | [Mastra.ai](https://machinerelations.ai/index/domains/mastra.ai) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #43 of 265 | [Oracle.com](https://machinerelations.ai/index/domains/oracle.com) | Vendor-owned source | 3.77% | 4 | 106 | 7 | Unavailable |
| #44 of 265 | [Ragdollai.io](https://machinerelations.ai/index/domains/ragdollai.io) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #45 of 265 | [Substack.com](https://machinerelations.ai/index/domains/substack.com) | Community and social platform | 3.77% | 4 | 106 | 7 | Unavailable |
| #46 of 265 | [Vcluster.com](https://machinerelations.ai/index/domains/vcluster.com) | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #47 of 265 | [Artificial-intelligence-wiki.com](https://machinerelations.ai/index/domains/artificial-intelligence-wiki.com) | Market and company database | 2.83% | 3 | 106 | 7 | Unavailable |
| #48 of 265 | [Axecompute.com](https://machinerelations.ai/index/domains/axecompute.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #49 of 265 | [Cake.ai](https://machinerelations.ai/index/domains/cake.ai) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #50 of 265 | [Cisco.com](https://machinerelations.ai/index/domains/cisco.com) | Academic and government source | 2.83% | 3 | 106 | 7 | Unavailable |
| #51 of 265 | [Civo.com](https://machinerelations.ai/index/domains/civo.com) | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #52 of 265 | [Cloud4u.com](https://machinerelations.ai/index/domains/cloud4u.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #53 of 265 | [Cloudzero.com](https://machinerelations.ai/index/domains/cloudzero.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #54 of 265 | [Computeprices.com](https://machinerelations.ai/index/domains/computeprices.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #55 of 265 | [Cyfuture.com](https://machinerelations.ai/index/domains/cyfuture.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #56 of 265 | [Fluence.network](https://machinerelations.ai/index/domains/fluence.network) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #57 of 265 | [Fpt.ai](https://machinerelations.ai/index/domains/fpt.ai) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #58 of 265 | [Hubspotusercontent-na1.net](https://machinerelations.ai/index/domains/hubspotusercontent-na1.net) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #59 of 265 | [Jarvislabs.ai](https://machinerelations.ai/index/domains/jarvislabs.ai) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #60 of 265 | [Merge.dev](https://machinerelations.ai/index/domains/merge.dev) | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #61 of 265 | [Microsoft.com](https://machinerelations.ai/index/domains/microsoft.com) | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #62 of 265 | [Pecollective.com](https://machinerelations.ai/index/domains/pecollective.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #63 of 265 | [Progress.com](https://machinerelations.ai/index/domains/progress.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #64 of 265 | [Qodo.ai](https://machinerelations.ai/index/domains/qodo.ai) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #65 of 265 | [Ragaboutit.com](https://machinerelations.ai/index/domains/ragaboutit.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #66 of 265 | [Respan.ai](https://machinerelations.ai/index/domains/respan.ai) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #67 of 265 | [Tencentcloud.com](https://machinerelations.ai/index/domains/tencentcloud.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #68 of 265 | [Thundercompute.com](https://machinerelations.ai/index/domains/thundercompute.com) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #69 of 265 | [Tokenmix.ai](https://machinerelations.ai/index/domains/tokenmix.ai) | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #70 of 265 | [X.com](https://machinerelations.ai/index/domains/x.com) | Community and social platform | 2.83% | 3 | 106 | 7 | Unavailable |
| #71 of 265 | [Zenml.io](https://machinerelations.ai/index/domains/zenml.io) | Editorial publication | 2.83% | 3 | 106 | 7 | Unavailable |
| #72 of 265 | [Adaptiverecall.com](https://machinerelations.ai/index/domains/adaptiverecall.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #73 of 265 | [Afnexis.com](https://machinerelations.ai/index/domains/afnexis.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #74 of 265 | [Ailog.fr](https://machinerelations.ai/index/domains/ailog.fr) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #75 of 265 | [Aitooldiscovery.com](https://machinerelations.ai/index/domains/aitooldiscovery.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #76 of 265 | [Amitkoth.com](https://machinerelations.ai/index/domains/amitkoth.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #77 of 265 | [Appinventiv.com](https://machinerelations.ai/index/domains/appinventiv.com) | Editorial publication | 1.89% | 2 | 106 | 7 | Unavailable |
| #78 of 265 | [Arkanecloud.com](https://machinerelations.ai/index/domains/arkanecloud.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #79 of 265 | [Braintrust.dev](https://machinerelations.ai/index/domains/braintrust.dev) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #80 of 265 | [Bytehooks.com](https://machinerelations.ai/index/domains/bytehooks.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #81 of 265 | [Catchpoint.com](https://machinerelations.ai/index/domains/catchpoint.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #82 of 265 | [Checkthat.ai](https://machinerelations.ai/index/domains/checkthat.ai) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #83 of 265 | [Clarifai.com](https://machinerelations.ai/index/domains/clarifai.com) | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #84 of 265 | [Cloudflare.com](https://machinerelations.ai/index/domains/cloudflare.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #85 of 265 | [Cloudtweaks.com](https://machinerelations.ai/index/domains/cloudtweaks.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #86 of 265 | [Context-link.ai](https://machinerelations.ai/index/domains/context-link.ai) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #87 of 265 | [Enterprisebot.ai](https://machinerelations.ai/index/domains/enterprisebot.ai) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #88 of 265 | [Hellopeople.com.au](https://machinerelations.ai/index/domains/hellopeople.com.au) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #89 of 265 | [Hyland.com](https://machinerelations.ai/index/domains/hyland.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #90 of 265 | [Ibm.com](https://machinerelations.ai/index/domains/ibm.com) | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #91 of 265 | [Ignitionrag.com](https://machinerelations.ai/index/domains/ignitionrag.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #92 of 265 | [Leanopstech.com](https://machinerelations.ai/index/domains/leanopstech.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #93 of 265 | [Lyceum.technology](https://machinerelations.ai/index/domains/lyceum.technology) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #94 of 265 | [Ment.tech](https://machinerelations.ai/index/domains/ment.tech) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #95 of 265 | [Milvus.io](https://machinerelations.ai/index/domains/milvus.io) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #96 of 265 | [Nogentech.org](https://machinerelations.ai/index/domains/nogentech.org) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #97 of 265 | [Northflank.com](https://machinerelations.ai/index/domains/northflank.com) | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #98 of 265 | [Nosana.com](https://machinerelations.ai/index/domains/nosana.com) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #99 of 265 | [Nscale.com](https://machinerelations.ai/index/domains/nscale.com) | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #100 of 265 | [Onesourcecloud.net](https://machinerelations.ai/index/domains/onesourcecloud.net) | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |

## Citation

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.