# AI Visibility & GEO: Problem-first research in the Machine Relations Index

Canonical URL: https://machinerelations.ai/index/categories/ai-visibility-geo/problem_first
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 Visibility & GEO / Problem-first research segment. Rates use the segment denominator only: 132 observed runs across 7 dates.

| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---:|---:|---:|---:|---|
| #1 of 420 | [YouTube](https://machinerelations.ai/index/domains/youtube.com) | Search or media platform | 33.33% | 44 | 132 | 7 | Unavailable |
| #2 of 420 | [Reddit](https://machinerelations.ai/index/domains/reddit.com) | Community and social platform | 28.03% | 37 | 132 | 7 | Unavailable |
| #3 of 420 | [LinkedIn](https://machinerelations.ai/index/domains/linkedin.com) | Community and social platform | 23.48% | 31 | 132 | 7 | Unavailable |
| #4 of 420 | [Trysight.ai](https://machinerelations.ai/index/domains/trysight.ai) | Other observed source | 14.39% | 19 | 132 | 7 | Unavailable |
| #5 of 420 | [Semrush.com](https://machinerelations.ai/index/domains/semrush.com) | Vendor-owned source | 12.88% | 17 | 132 | 7 | Unavailable |
| #6 of 420 | [Onely.com](https://machinerelations.ai/index/domains/onely.com) | Other observed source | 12.12% | 16 | 132 | 7 | Unavailable |
| #7 of 420 | [Launchcodex.com](https://machinerelations.ai/index/domains/launchcodex.com) | Other observed source | 7.58% | 10 | 132 | 7 | Unavailable |
| #8 of 420 | [Searchintel.tech](https://machinerelations.ai/index/domains/searchintel.tech) | Other observed source | 6.82% | 9 | 132 | 7 | Unavailable |
| #9 of 420 | [Visible.md](https://machinerelations.ai/index/domains/visible.md) | Other observed source | 6.82% | 9 | 132 | 7 | Unavailable |
| #10 of 420 | [Yotpo.com](https://machinerelations.ai/index/domains/yotpo.com) | Other observed source | 6.06% | 8 | 132 | 7 | Unavailable |
| #11 of 420 | [Facebook.com](https://machinerelations.ai/index/domains/facebook.com) | Community and social platform | 5.30% | 7 | 132 | 7 | Unavailable |
| #12 of 420 | [Hubspot.com](https://machinerelations.ai/index/domains/hubspot.com) | Vendor-owned source | 5.30% | 7 | 132 | 7 | Unavailable |
| #13 of 420 | [Impactplus.com](https://machinerelations.ai/index/domains/impactplus.com) | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #14 of 420 | [Searchpod.com](https://machinerelations.ai/index/domains/searchpod.com) | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #15 of 420 | [Techbriefed.com](https://machinerelations.ai/index/domains/techbriefed.com) | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #16 of 420 | [Eseospace.com](https://machinerelations.ai/index/domains/eseospace.com) | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #17 of 420 | [Growtika.com](https://machinerelations.ai/index/domains/growtika.com) | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #18 of 420 | [Instagram.com](https://machinerelations.ai/index/domains/instagram.com) | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #19 of 420 | [Medium](https://machinerelations.ai/index/domains/medium.com) | Editorial publication | 4.55% | 6 | 132 | 7 | Unavailable |
| #20 of 420 | [Mentionlayer.com](https://machinerelations.ai/index/domains/mentionlayer.com) | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #21 of 420 | [Rankry.ai](https://machinerelations.ai/index/domains/rankry.ai) | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #22 of 420 | [Spyderbot.net](https://machinerelations.ai/index/domains/spyderbot.net) | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #23 of 420 | [Statuslabs.com](https://machinerelations.ai/index/domains/statuslabs.com) | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #24 of 420 | [Dev.to](https://machinerelations.ai/index/domains/dev.to) | Community and social platform | 3.79% | 5 | 132 | 7 | Unavailable |
| #25 of 420 | [Forbes](https://machinerelations.ai/index/domains/forbes.com) | Editorial publication | 3.79% | 5 | 132 | 7 | Unavailable |
| #26 of 420 | [Linkeddit.com](https://machinerelations.ai/index/domains/linkeddit.com) | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #27 of 420 | [Lovedby.ai](https://machinerelations.ai/index/domains/lovedby.ai) | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #28 of 420 | [Reddireach.com](https://machinerelations.ai/index/domains/reddireach.com) | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #29 of 420 | [Sparktoro.com](https://machinerelations.ai/index/domains/sparktoro.com) | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #30 of 420 | [Trakkr.ai](https://machinerelations.ai/index/domains/trakkr.ai) | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #31 of 420 | [Brookings.edu](https://machinerelations.ai/index/domains/brookings.edu) | Academic and government source | 3.03% | 4 | 132 | 7 | Unavailable |
| #32 of 420 | [Derivatex.agency](https://machinerelations.ai/index/domains/derivatex.agency) | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #33 of 420 | [Farandwide.io](https://machinerelations.ai/index/domains/farandwide.io) | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #34 of 420 | [Getrocketsales.org](https://machinerelations.ai/index/domains/getrocketsales.org) | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #35 of 420 | [Growthunhinged.com](https://machinerelations.ai/index/domains/growthunhinged.com) | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #36 of 420 | [Metricusapp.com](https://machinerelations.ai/index/domains/metricusapp.com) | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #37 of 420 | [Nrlc.ai](https://machinerelations.ai/index/domains/nrlc.ai) | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #38 of 420 | [Oversearch.ai](https://machinerelations.ai/index/domains/oversearch.ai) | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #39 of 420 | [Quora.com](https://machinerelations.ai/index/domains/quora.com) | Community and social platform | 3.03% | 4 | 132 | 7 | Unavailable |
| #40 of 420 | [Salesforce.com](https://machinerelations.ai/index/domains/salesforce.com) | Vendor-owned source | 3.03% | 4 | 132 | 7 | Unavailable |
| #41 of 420 | [Therivalscope.com](https://machinerelations.ai/index/domains/therivalscope.com) | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #42 of 420 | [Ultrascout.ai](https://machinerelations.ai/index/domains/ultrascout.ai) | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #43 of 420 | [Wsiworld.com](https://machinerelations.ai/index/domains/wsiworld.com) | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #44 of 420 | [Anagram.ai](https://machinerelations.ai/index/domains/anagram.ai) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #45 of 420 | [Brandviz.ai](https://machinerelations.ai/index/domains/brandviz.ai) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #46 of 420 | [Ccianet.org](https://machinerelations.ai/index/domains/ccianet.org) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #47 of 420 | [Cheers.tech](https://machinerelations.ai/index/domains/cheers.tech) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #48 of 420 | [Dupple.com](https://machinerelations.ai/index/domains/dupple.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #49 of 420 | [Evergreen.media](https://machinerelations.ai/index/domains/evergreen.media) | Editorial publication | 2.27% | 3 | 132 | 7 | Unavailable |
| #50 of 420 | [Flowmondo.com](https://machinerelations.ai/index/domains/flowmondo.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #51 of 420 | [Frictionai.co](https://machinerelations.ai/index/domains/frictionai.co) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #52 of 420 | [G2](https://machinerelations.ai/index/domains/g2.com) | Market and company database | 2.27% | 3 | 132 | 7 | Unavailable |
| #53 of 420 | [Genivista.com](https://machinerelations.ai/index/domains/genivista.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #54 of 420 | [Geoscout.pro](https://machinerelations.ai/index/domains/geoscout.pro) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #55 of 420 | [Leadrescue.app](https://machinerelations.ai/index/domains/leadrescue.app) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #56 of 420 | [Llmpulse.ai](https://machinerelations.ai/index/domains/llmpulse.ai) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #57 of 420 | [Llmreach.ai](https://machinerelations.ai/index/domains/llmreach.ai) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #58 of 420 | [Maxaeo.ai](https://machinerelations.ai/index/domains/maxaeo.ai) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #59 of 420 | [Mckinsey.com](https://machinerelations.ai/index/domains/mckinsey.com) | Analyst and consulting research | 2.27% | 3 | 132 | 7 | Unavailable |
| #60 of 420 | [Narraloom.com](https://machinerelations.ai/index/domains/narraloom.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #61 of 420 | [Nav43.com](https://machinerelations.ai/index/domains/nav43.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #62 of 420 | [Neilpatel.com](https://machinerelations.ai/index/domains/neilpatel.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #63 of 420 | [Optimly.ai](https://machinerelations.ai/index/domains/optimly.ai) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #64 of 420 | [Orbitmedia.com](https://machinerelations.ai/index/domains/orbitmedia.com) | Editorial publication | 2.27% | 3 | 132 | 7 | Unavailable |
| #65 of 420 | [Outriggerai.com](https://machinerelations.ai/index/domains/outriggerai.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #66 of 420 | [Rankjin.com](https://machinerelations.ai/index/domains/rankjin.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #67 of 420 | [Remwebsolutions.com](https://machinerelations.ai/index/domains/remwebsolutions.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #68 of 420 | [Salesmarketing.ai](https://machinerelations.ai/index/domains/salesmarketing.ai) | Market and company database | 2.27% | 3 | 132 | 7 | Unavailable |
| #69 of 420 | [Searchengineland.com](https://machinerelations.ai/index/domains/searchengineland.com) | Search or media platform | 2.27% | 3 | 132 | 7 | Unavailable |
| #70 of 420 | [Shensuo.ai](https://machinerelations.ai/index/domains/shensuo.ai) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #71 of 420 | [Similarweb.com](https://machinerelations.ai/index/domains/similarweb.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #72 of 420 | [Soar.sh](https://machinerelations.ai/index/domains/soar.sh) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #73 of 420 | [Stackmatix.com](https://machinerelations.ai/index/domains/stackmatix.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #74 of 420 | [Stridec.com](https://machinerelations.ai/index/domains/stridec.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #75 of 420 | [Surmado.com](https://machinerelations.ai/index/domains/surmado.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #76 of 420 | [TechRadar](https://machinerelations.ai/index/domains/techradar.com) | Editorial publication | 2.27% | 3 | 132 | 7 | Unavailable |
| #77 of 420 | [Wellows.com](https://machinerelations.ai/index/domains/wellows.com) | Vendor-owned source | 2.27% | 3 | 132 | 7 | Unavailable |
| #78 of 420 | [Wordstream.com](https://machinerelations.ai/index/domains/wordstream.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #79 of 420 | [Writesonic.com](https://machinerelations.ai/index/domains/writesonic.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #80 of 420 | [Yale.edu](https://machinerelations.ai/index/domains/yale.edu) | Academic and government source | 2.27% | 3 | 132 | 7 | Unavailable |
| #81 of 420 | [Yazeo.com](https://machinerelations.ai/index/domains/yazeo.com) | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #82 of 420 | [20northmarketing.com](https://machinerelations.ai/index/domains/20northmarketing.com) | Market and company database | 1.52% | 2 | 132 | 7 | Unavailable |
| #83 of 420 | [Addlly.ai](https://machinerelations.ai/index/domains/addlly.ai) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #84 of 420 | [Adhamster.com](https://machinerelations.ai/index/domains/adhamster.com) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #85 of 420 | [Ahrefs.com](https://machinerelations.ai/index/domains/ahrefs.com) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #86 of 420 | [Ai-advisors.ai](https://machinerelations.ai/index/domains/ai-advisors.ai) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #87 of 420 | [Ai-semantica.com](https://machinerelations.ai/index/domains/ai-semantica.com) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #88 of 420 | [Allmond.app](https://machinerelations.ai/index/domains/allmond.app) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #89 of 420 | [Almcorp.com](https://machinerelations.ai/index/domains/almcorp.com) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #90 of 420 | [Analyticsmates.com](https://machinerelations.ai/index/domains/analyticsmates.com) | Market and company database | 1.52% | 2 | 132 | 7 | Unavailable |
| #91 of 420 | [Attrifast.com](https://machinerelations.ai/index/domains/attrifast.com) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #92 of 420 | [Aurametrics.io](https://machinerelations.ai/index/domains/aurametrics.io) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #93 of 420 | [Beamtrace.com](https://machinerelations.ai/index/domains/beamtrace.com) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #94 of 420 | [Befoundonline.com](https://machinerelations.ai/index/domains/befoundonline.com) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #95 of 420 | [Bigeyeagency.com](https://machinerelations.ai/index/domains/bigeyeagency.com) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #96 of 420 | [Callboxinc.com](https://machinerelations.ai/index/domains/callboxinc.com) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #97 of 420 | [Clickforest.com](https://machinerelations.ai/index/domains/clickforest.com) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #98 of 420 | [Coalitiontechnologies.com](https://machinerelations.ai/index/domains/coalitiontechnologies.com) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #99 of 420 | [Dageno.ai](https://machinerelations.ai/index/domains/dageno.ai) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #100 of 420 | [Dbeta.co.uk](https://machinerelations.ai/index/domains/dbeta.co.uk) | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |

## Citation

AI Visibility & GEO / Problem-first research: 420 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-visibility-geo/problem_first.