Evidence floor met in this release.
Published segment leaderboard
AI Visibility & GEO: Problem-first research in the Machine Relations Index
This leaderboard uses only the AI Visibility & GEO / Problem-first research segment denominator: 132 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 420 | YouTubeyoutube.com | Search or media platform | 33.33% | 44 | 132 | 7 | Unavailable |
| #2 of 420 | Redditreddit.com | Community and social platform | 28.03% | 37 | 132 | 7 | Unavailable |
| #3 of 420 | LinkedInlinkedin.com | Community and social platform | 23.48% | 31 | 132 | 7 | Unavailable |
| #4 of 420 | Trysight.aitrysight.ai | Other observed source | 14.39% | 19 | 132 | 7 | Unavailable |
| #5 of 420 | Semrush.comsemrush.com | Vendor-owned source | 12.88% | 17 | 132 | 7 | Unavailable |
| #6 of 420 | Onely.comonely.com | Other observed source | 12.12% | 16 | 132 | 7 | Unavailable |
| #7 of 420 | Launchcodex.comlaunchcodex.com | Other observed source | 7.58% | 10 | 132 | 7 | Unavailable |
| #8 of 420 | Searchintel.techsearchintel.tech | Other observed source | 6.82% | 9 | 132 | 7 | Unavailable |
| #9 of 420 | Visible.mdvisible.md | Other observed source | 6.82% | 9 | 132 | 7 | Unavailable |
| #10 of 420 | Yotpo.comyotpo.com | Other observed source | 6.06% | 8 | 132 | 7 | Unavailable |
| #11 of 420 | Facebook.comfacebook.com | Community and social platform | 5.30% | 7 | 132 | 7 | Unavailable |
| #12 of 420 | Hubspot.comhubspot.com | Vendor-owned source | 5.30% | 7 | 132 | 7 | Unavailable |
| #13 of 420 | Impactplus.comimpactplus.com | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #14 of 420 | Searchpod.comsearchpod.com | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #15 of 420 | Techbriefed.comtechbriefed.com | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #16 of 420 | Eseospace.comeseospace.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #17 of 420 | Growtika.comgrowtika.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #18 of 420 | Instagram.cominstagram.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #19 of 420 | Mediummedium.com | Editorial publication | 4.55% | 6 | 132 | 7 | Unavailable |
| #20 of 420 | Mentionlayer.commentionlayer.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #21 of 420 | Rankry.airankry.ai | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #22 of 420 | Spyderbot.netspyderbot.net | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #23 of 420 | Statuslabs.comstatuslabs.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #24 of 420 | Dev.todev.to | Community and social platform | 3.79% | 5 | 132 | 7 | Unavailable |
| #25 of 420 | Forbesforbes.com | Editorial publication | 3.79% | 5 | 132 | 7 | Unavailable |
| #26 of 420 | Linkeddit.comlinkeddit.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #27 of 420 | Lovedby.ailovedby.ai | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #28 of 420 | Reddireach.comreddireach.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #29 of 420 | Sparktoro.comsparktoro.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #30 of 420 | Trakkr.aitrakkr.ai | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #31 of 420 | Brookings.edubrookings.edu | Academic and government source | 3.03% | 4 | 132 | 7 | Unavailable |
| #32 of 420 | Derivatex.agencyderivatex.agency | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #33 of 420 | Farandwide.iofarandwide.io | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #34 of 420 | Getrocketsales.orggetrocketsales.org | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #35 of 420 | Growthunhinged.comgrowthunhinged.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #36 of 420 | Metricusapp.commetricusapp.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #37 of 420 | Nrlc.ainrlc.ai | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #38 of 420 | Oversearch.aioversearch.ai | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #39 of 420 | Quora.comquora.com | Community and social platform | 3.03% | 4 | 132 | 7 | Unavailable |
| #40 of 420 | Salesforce.comsalesforce.com | Vendor-owned source | 3.03% | 4 | 132 | 7 | Unavailable |
| #41 of 420 | Therivalscope.comtherivalscope.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #42 of 420 | Ultrascout.aiultrascout.ai | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #43 of 420 | Wsiworld.comwsiworld.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #44 of 420 | Anagram.aianagram.ai | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #45 of 420 | Brandviz.aibrandviz.ai | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #46 of 420 | Ccianet.orgccianet.org | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #47 of 420 | Cheers.techcheers.tech | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #48 of 420 | Dupple.comdupple.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #49 of 420 | Evergreen.mediaevergreen.media | Editorial publication | 2.27% | 3 | 132 | 7 | Unavailable |
| #50 of 420 | Flowmondo.comflowmondo.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #51 of 420 | Frictionai.cofrictionai.co | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #52 of 420 | G2g2.com | Market and company database | 2.27% | 3 | 132 | 7 | Unavailable |
| #53 of 420 | Genivista.comgenivista.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #54 of 420 | Geoscout.progeoscout.pro | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #55 of 420 | Leadrescue.appleadrescue.app | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #56 of 420 | Llmpulse.aillmpulse.ai | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #57 of 420 | Llmreach.aillmreach.ai | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #58 of 420 | Maxaeo.aimaxaeo.ai | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #59 of 420 | Mckinsey.commckinsey.com | Analyst and consulting research | 2.27% | 3 | 132 | 7 | Unavailable |
| #60 of 420 | Narraloom.comnarraloom.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #61 of 420 | Nav43.comnav43.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #62 of 420 | Neilpatel.comneilpatel.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #63 of 420 | Optimly.aioptimly.ai | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #64 of 420 | Orbitmedia.comorbitmedia.com | Editorial publication | 2.27% | 3 | 132 | 7 | Unavailable |
| #65 of 420 | Outriggerai.comoutriggerai.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #66 of 420 | Rankjin.comrankjin.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #67 of 420 | Remwebsolutions.comremwebsolutions.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #68 of 420 | Salesmarketing.aisalesmarketing.ai | Market and company database | 2.27% | 3 | 132 | 7 | Unavailable |
| #69 of 420 | Searchengineland.comsearchengineland.com | Search or media platform | 2.27% | 3 | 132 | 7 | Unavailable |
| #70 of 420 | Shensuo.aishensuo.ai | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #71 of 420 | Similarweb.comsimilarweb.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #72 of 420 | Soar.shsoar.sh | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #73 of 420 | Stackmatix.comstackmatix.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #74 of 420 | Stridec.comstridec.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #75 of 420 | Surmado.comsurmado.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #76 of 420 | TechRadartechradar.com | Editorial publication | 2.27% | 3 | 132 | 7 | Unavailable |
| #77 of 420 | Wellows.comwellows.com | Vendor-owned source | 2.27% | 3 | 132 | 7 | Unavailable |
| #78 of 420 | Wordstream.comwordstream.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #79 of 420 | Writesonic.comwritesonic.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #80 of 420 | Yale.eduyale.edu | Academic and government source | 2.27% | 3 | 132 | 7 | Unavailable |
| #81 of 420 | Yazeo.comyazeo.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #82 of 420 | 20northmarketing.com20northmarketing.com | Market and company database | 1.52% | 2 | 132 | 7 | Unavailable |
| #83 of 420 | Addlly.aiaddlly.ai | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #84 of 420 | Adhamster.comadhamster.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #85 of 420 | Ahrefs.comahrefs.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #86 of 420 | Ai-advisors.aiai-advisors.ai | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #87 of 420 | Ai-semantica.comai-semantica.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #88 of 420 | Allmond.appallmond.app | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #89 of 420 | Almcorp.comalmcorp.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #90 of 420 | Analyticsmates.comanalyticsmates.com | Market and company database | 1.52% | 2 | 132 | 7 | Unavailable |
| #91 of 420 | Attrifast.comattrifast.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #92 of 420 | Aurametrics.ioaurametrics.io | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #93 of 420 | Beamtrace.combeamtrace.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #94 of 420 | Befoundonline.combefoundonline.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #95 of 420 | Bigeyeagency.combigeyeagency.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #96 of 420 | Callboxinc.comcallboxinc.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #97 of 420 | Clickforest.comclickforest.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #98 of 420 | Coalitiontechnologies.comcoalitiontechnologies.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #99 of 420 | Dageno.aidageno.ai | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #100 of 420 | Dbeta.co.ukdbeta.co.uk | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
Showing the first 100 rows from 420 observed domains.
Release and boundary
How to cite this segment
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.
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.