Evidence floor met in this release.
Emergent ProsumerStatePublished Observed runs100 Run dates7 Observed domains192
Published segment leaderboard
Emergent Prosumer: How buyers choose in the Machine Relations Index
This leaderboard uses only the Emergent Prosumer / How buyers choose segment denominator: 100 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 192 | Redditreddit.com | Community and social platform | 21.00% | 21 | 100 | 7 | Unavailable |
| #2 of 192 | Soundcore.comsoundcore.com | Other observed source | 15.00% | 15 | 100 | 7 | Unavailable |
| #3 of 192 | Atomm.comatomm.com | Other observed source | 14.00% | 14 | 100 | 7 | Unavailable |
| #4 of 192 | TechRadartechradar.com | Editorial publication | 14.00% | 14 | 100 | 7 | Unavailable |
| #5 of 192 | Tomshardware.comtomshardware.com | Other observed source | 11.00% | 11 | 100 | 7 | Unavailable |
| #6 of 192 | Alibaba.comalibaba.com | Other observed source | 10.00% | 10 | 100 | 7 | Unavailable |
| #7 of 192 | Amazon.comamazon.com | Editorial publication | 10.00% | 10 | 100 | 7 | Unavailable |
| #8 of 192 | Omtech.comomtech.com | Other observed source | 10.00% | 10 | 100 | 7 | Unavailable |
| #9 of 192 | Tyvok.comtyvok.com | Other observed source | 10.00% | 10 | 100 | 7 | Unavailable |
| #10 of 192 | Crealityfalcon.comcrealityfalcon.com | Other observed source | 9.00% | 9 | 100 | 7 | Unavailable |
| #11 of 192 | Nytimes.comnytimes.com | Editorial publication | 9.00% | 9 | 100 | 7 | Unavailable |
| #12 of 192 | Hobbylasercutters.comhobbylasercutters.com | Other observed source | 8.00% | 8 | 100 | 7 | Unavailable |
| #13 of 192 | Laserengravingtips.comlaserengravingtips.com | Other observed source | 8.00% | 8 | 100 | 7 | Unavailable |
| #14 of 192 | Benq.combenq.com | Other observed source | 7.00% | 7 | 100 | 7 | Unavailable |
| #15 of 192 | Elephant-cnc.comelephant-cnc.com | Other observed source | 7.00% | 7 | 100 | 7 | Unavailable |
| #16 of 192 | Hflaser.comhflaser.com | Other observed source | 7.00% | 7 | 100 | 7 | Unavailable |
| #17 of 192 | Themakerschest.comthemakerschest.com | Other observed source | 7.00% | 7 | 100 | 7 | Unavailable |
| #18 of 192 | 3dwithus.com3dwithus.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #19 of 192 | Algolaser.comalgolaser.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #20 of 192 | CNET (Profile Post Only)cnet.com | Editorial publication | 6.00% | 6 | 100 | 7 | Unavailable |
| #21 of 192 | Elitescreens.comelitescreens.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #22 of 192 | Greenwashingindex.comgreenwashingindex.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #23 of 192 | Laserpecker.netlaserpecker.net | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #24 of 192 | Microcenter.commicrocenter.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #25 of 192 | Mit.edumit.edu | Academic and government source | 6.00% | 6 | 100 | 7 | Unavailable |
| #26 of 192 | PC Mag (Profile Post Only)pcmag.com | Editorial publication | 6.00% | 6 | 100 | 7 | Unavailable |
| #27 of 192 | Plaud.aiplaud.ai | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #28 of 192 | Projectorscreen.comprojectorscreen.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #29 of 192 | Redsaillaser.comredsaillaser.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #30 of 192 | Rtings.comrtings.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #31 of 192 | Audionotes.appaudionotes.app | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #32 of 192 | Fumeclear.comfumeclear.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #33 of 192 | Gotranscript.comgotranscript.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #34 of 192 | Gweikecloud.comgweikecloud.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #35 of 192 | Movieatmoonlight.commovieatmoonlight.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #36 of 192 | Nauticamalibutri.comnauticamalibutri.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #37 of 192 | Sky-scribe.comsky-scribe.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #38 of 192 | Talkofthehouse.comtalkofthehouse.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #39 of 192 | Xtool.comxtool.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #40 of 192 | Affine.proaffine.pro | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #41 of 192 | Assemblyai.comassemblyai.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #42 of 192 | Bestbuy.cabestbuy.ca | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #43 of 192 | Bestbuy.combestbuy.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #44 of 192 | Notella.appnotella.app | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #45 of 192 | Novascribe.ainovascribe.ai | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #46 of 192 | Tarpsupply.comtarpsupply.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #47 of 192 | Technicaltrendy.comtechnicaltrendy.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #48 of 192 | Thunderlaserusa.comthunderlaserusa.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #49 of 192 | Wisc.eduwisc.edu | Academic and government source | 4.00% | 4 | 100 | 7 | Unavailable |
| #50 of 192 | Xgimi.comxgimi.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #51 of 192 | Xometry.comxometry.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #52 of 192 | 1laser.com1laser.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #53 of 192 | Acmerlaser.comacmerlaser.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #54 of 192 | Adorama.comadorama.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #55 of 192 | Amstudioprojects.comamstudioprojects.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #56 of 192 | Blazexlaser.comblazexlaser.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #57 of 192 | Boundbyflame.comboundbyflame.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #58 of 192 | Engraverhq.comengraverhq.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #59 of 192 | Forbesforbes.com | Editorial publication | 3.00% | 3 | 100 | 7 | Unavailable |
| #60 of 192 | Geekbuying.comgeekbuying.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #61 of 192 | Hackaday.comhackaday.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #62 of 192 | Hackster.iohackster.io | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #63 of 192 | Happyscribe.comhappyscribe.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #64 of 192 | Imimg.comimimg.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #65 of 192 | Kitces.comkitces.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #66 of 192 | Krisp.aikrisp.ai | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #67 of 192 | Lasermarktech.comlasermarktech.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #68 of 192 | Lasertinkerer.comlasertinkerer.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #69 of 192 | Layer3labs.iolayer3labs.io | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #70 of 192 | Makerhacks.commakerhacks.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #71 of 192 | Meetjamie.aimeetjamie.ai | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #72 of 192 | Mr-carve.commr-carve.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #73 of 192 | NIHnih.gov | Academic and government source | 3.00% | 3 | 100 | 7 | Unavailable |
| #74 of 192 | Ourcodeworld.comourcodeworld.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #75 of 192 | Projectorcentral.comprojectorcentral.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #76 of 192 | Projectorreviews.comprojectorreviews.com | Editorial publication | 3.00% | 3 | 100 | 7 | Unavailable |
| #77 of 192 | Southernfriedscience.comsouthernfriedscience.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #78 of 192 | Summarizemeeting.comsummarizemeeting.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #79 of 192 | Tech Timestechtimes.com | Editorial publication | 3.00% | 3 | 100 | 7 | Unavailable |
| #80 of 192 | Thespruce.comthespruce.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #81 of 192 | Tldv.iotldv.io | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #82 of 192 | Toocaa.comtoocaa.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #83 of 192 | Tyvok.eutyvok.eu | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #84 of 192 | Verbit.aiverbit.ai | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #85 of 192 | Veroscribe.comveroscribe.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #86 of 192 | Viewsonic.comviewsonic.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #87 of 192 | Bizequiphub.combizequiphub.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #88 of 192 | Checkthat.aicheckthat.ai | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #89 of 192 | Cncsourced.comcncsourced.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #90 of 192 | Commure.comcommure.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #91 of 192 | Compareprojector.comcompareprojector.com | Market and company database | 2.00% | 2 | 100 | 7 | Unavailable |
| #92 of 192 | Cybernews.comcybernews.com | Editorial publication | 2.00% | 2 | 100 | 7 | Unavailable |
| #93 of 192 | Deskgearhq.comdeskgearhq.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #94 of 192 | Dittotranscripts.comdittotranscripts.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #95 of 192 | Em-smart.comem-smart.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #96 of 192 | Facebook.comfacebook.com | Community and social platform | 2.00% | 2 | 100 | 7 | Unavailable |
| #97 of 192 | Iswfa.comiswfa.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #98 of 192 | Lessfume.comlessfume.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #99 of 192 | Makerfreedom.commakerfreedom.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #100 of 192 | Monportlaser.ukmonportlaser.uk | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
Showing the first 100 rows from 192 observed domains.
Release and boundary
How to cite this segment
Emergent Prosumer / How buyers choose: 192 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/emergent-prosumer/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.
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.