Evidence floor met in this release.
Emergent ProsumerStatePublished Observed runs172 Run dates10 Observed domains311
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: 172 observed answer runs across 10 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 |
|---|---|---|---|---|---|---|
| #1 of 311 | Soundcore.comsoundcore.com | Other observed source | 17.44% | 30 | 172 | 10 |
| #2 of 311 | Atomm.comatomm.com | Other observed source | 16.28% | 28 | 172 | 10 |
| #3 of 311 | TechRadartechradar.com | Editorial publication | 14.53% | 25 | 172 | 10 |
| #4 of 311 | Redditreddit.com | Community and social platform | 13.37% | 23 | 172 | 10 |
| #5 of 311 | Crealityfalcon.comcrealityfalcon.com | Other observed source | 11.63% | 20 | 172 | 10 |
| #6 of 311 | Tomshardware.comtomshardware.com | Other observed source | 9.30% | 16 | 172 | 10 |
| #7 of 311 | Benq.combenq.com | Other observed source | 8.72% | 15 | 172 | 10 |
| #8 of 311 | The New York Timesnytimes.com | Editorial publication | 8.14% | 14 | 172 | 10 |
| #9 of 311 | Tyvok.comtyvok.com | Other observed source | 8.14% | 14 | 172 | 10 |
| #10 of 311 | Hobbylasercutters.comhobbylasercutters.com | Other observed source | 7.56% | 13 | 172 | 10 |
| #11 of 311 | Omtech.comomtech.com | Other observed source | 7.56% | 13 | 172 | 10 |
| #12 of 311 | Mit.edumit.edu | Academic and government source | 6.98% | 12 | 172 | 10 |
| #13 of 311 | Xgimi.comxgimi.com | Other observed source | 6.98% | 12 | 172 | 10 |
| #14 of 311 | Amazon.comamazon.com | Other observed source | 6.40% | 11 | 172 | 10 |
| #15 of 311 | Hflaser.comhflaser.com | Other observed source | 6.40% | 11 | 172 | 10 |
| #16 of 311 | PCMagpcmag.com | Editorial publication | 6.40% | 11 | 172 | 10 |
| #17 of 311 | Alibaba.comalibaba.com | Other observed source | 5.81% | 10 | 172 | 10 |
| #18 of 311 | Laserengravingtips.comlaserengravingtips.com | Other observed source | 5.81% | 10 | 172 | 10 |
| #19 of 311 | Microcenter.commicrocenter.com | Other observed source | 5.81% | 10 | 172 | 10 |
| #20 of 311 | Redsaillaser.comredsaillaser.com | Other observed source | 5.81% | 10 | 172 | 10 |
| #21 of 311 | Rtings.comrtings.com | Other observed source | 5.81% | 10 | 172 | 10 |
| #22 of 311 | Sky-scribe.comsky-scribe.com | Other observed source | 5.81% | 10 | 172 | 10 |
| #23 of 311 | Assemblyai.comassemblyai.com | Other observed source | 5.23% | 9 | 172 | 10 |
| #24 of 311 | Bestbuy.cabestbuy.ca | Other observed source | 5.23% | 9 | 172 | 10 |
| #25 of 311 | CNETcnet.com | Editorial publication | 5.23% | 9 | 172 | 10 |
| #26 of 311 | Plaud.aiplaud.ai | Other observed source | 5.23% | 9 | 172 | 10 |
| #27 of 311 | Themakerschest.comthemakerschest.com | Other observed source | 5.23% | 9 | 172 | 10 |
| #28 of 311 | Elitescreens.comelitescreens.com | Other observed source | 4.65% | 8 | 172 | 10 |
| #29 of 311 | Engraverhq.comengraverhq.com | Other observed source | 4.65% | 8 | 172 | 10 |
| #30 of 311 | Gotranscript.comgotranscript.com | Other observed source | 4.65% | 8 | 172 | 10 |
| #31 of 311 | Greenwashingindex.comgreenwashingindex.com | Other observed source | 4.65% | 8 | 172 | 10 |
| #32 of 311 | Xtool.comxtool.com | Other observed source | 4.65% | 8 | 172 | 10 |
| #33 of 311 | Elephant-cnc.comelephant-cnc.com | Other observed source | 4.07% | 7 | 172 | 10 |
| #34 of 311 | Gweikecloud.comgweikecloud.com | Other observed source | 4.07% | 7 | 172 | 10 |
| #35 of 311 | Layer3labs.iolayer3labs.io | Other observed source | 4.07% | 7 | 172 | 10 |
| #36 of 311 | Mr-carve.commr-carve.com | Other observed source | 4.07% | 7 | 172 | 10 |
| #37 of 311 | ProjectorCentralprojectorcentral.com | Editorial publication | 4.07% | 7 | 172 | 10 |
| #38 of 311 | Thunderlaserusa.comthunderlaserusa.com | Other observed source | 4.07% | 7 | 172 | 10 |
| #39 of 311 | 3dwithus.com3dwithus.com | Other observed source | 3.49% | 6 | 172 | 10 |
| #40 of 311 | Algolaser.comalgolaser.com | Other observed source | 3.49% | 6 | 172 | 10 |
| #41 of 311 | Bestbuy.combestbuy.com | Other observed source | 3.49% | 6 | 172 | 10 |
| #42 of 311 | Laserpecker.netlaserpecker.net | Other observed source | 3.49% | 6 | 172 | 10 |
| #43 of 311 | Movieatmoonlight.commovieatmoonlight.com | Other observed source | 3.49% | 6 | 172 | 10 |
| #44 of 311 | Projectorscreen.comprojectorscreen.com | Other observed source | 3.49% | 6 | 172 | 10 |
| #45 of 311 | Saner.aisaner.ai | Other observed source | 3.49% | 6 | 172 | 10 |
| #46 of 311 | Ssa-digital.comssa-digital.com | Other observed source | 3.49% | 6 | 172 | 10 |
| #47 of 311 | 1laser.com1laser.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #48 of 311 | Acmerlaser.comacmerlaser.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #49 of 311 | Audionotes.appaudionotes.app | Other observed source | 2.91% | 5 | 172 | 10 |
| #50 of 311 | Blazexlaser.comblazexlaser.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #51 of 311 | Boundbyflame.comboundbyflame.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #52 of 311 | Cncsourced.comcncsourced.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #53 of 311 | Fumeclear.comfumeclear.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #54 of 311 | Geekbuying.comgeekbuying.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #55 of 311 | Kitces.comkitces.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #56 of 311 | Krisp.aikrisp.ai | Other observed source | 2.91% | 5 | 172 | 10 |
| #57 of 311 | Lasertinkerer.comlasertinkerer.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #58 of 311 | Nauticamalibutri.comnauticamalibutri.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #59 of 311 | Southernfriedscience.comsouthernfriedscience.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #60 of 311 | Talkofthehouse.comtalkofthehouse.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #61 of 311 | Tarpsupply.comtarpsupply.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #62 of 311 | Tech Timestechtimes.com | Editorial publication | 2.91% | 5 | 172 | 10 |
| #63 of 311 | Ticnote.comticnote.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #64 of 311 | Toocaa.comtoocaa.com | Other observed source | 2.91% | 5 | 172 | 10 |
| #65 of 311 | Affine.proaffine.pro | Other observed source | 2.33% | 4 | 172 | 10 |
| #66 of 311 | Carverall.comcarverall.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #67 of 311 | Forbesforbes.com | Editorial publication | 2.33% | 4 | 172 | 10 |
| #68 of 311 | Hackster.iohackster.io | Other observed source | 2.33% | 4 | 172 | 10 |
| #69 of 311 | Happyscribe.comhappyscribe.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #70 of 311 | Hometosight.comhometosight.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #71 of 311 | Imimg.comimimg.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #72 of 311 | Iswfa.comiswfa.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #73 of 311 | Makerhacks.commakerhacks.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #74 of 311 | Meetjamie.aimeetjamie.ai | Other observed source | 2.33% | 4 | 172 | 10 |
| #75 of 311 | Notella.appnotella.app | Other observed source | 2.33% | 4 | 172 | 10 |
| #76 of 311 | Novascribe.ainovascribe.ai | Other observed source | 2.33% | 4 | 172 | 10 |
| #77 of 311 | Print-technology.comprint-technology.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #78 of 311 | Technicaltrendy.comtechnicaltrendy.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #79 of 311 | Thespruce.comthespruce.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #80 of 311 | Veroscribe.comveroscribe.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #81 of 311 | Wisc.eduwisc.edu | Academic and government source | 2.33% | 4 | 172 | 10 |
| #82 of 311 | Xometry.comxometry.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #83 of 311 | Xtools1.comxtools1.com | Other observed source | 2.33% | 4 | 172 | 10 |
| #84 of 311 | Adorama.comadorama.com | Other observed source | 1.74% | 3 | 172 | 10 |
| #85 of 311 | Amstudioprojects.comamstudioprojects.com | Other observed source | 1.74% | 3 | 172 | 10 |
| #86 of 311 | Atomstack.usatomstack.us | Other observed source | 1.74% | 3 | 172 | 10 |
| #87 of 311 | Benq.eubenq.eu | Other observed source | 1.74% | 3 | 172 | 10 |
| #88 of 311 | Craftcloset.comcraftcloset.com | Other observed source | 1.74% | 3 | 172 | 10 |
| #89 of 311 | Deskgearhq.comdeskgearhq.com | Other observed source | 1.74% | 3 | 172 | 10 |
| #90 of 311 | Ecoustics.comecoustics.com | Other observed source | 1.74% | 3 | 172 | 10 |
| #91 of 311 | Esa-spaceweather.netesa-spaceweather.net | Other observed source | 1.74% | 3 | 172 | 10 |
| #92 of 311 | Fuhrmannmanagement.comfuhrmannmanagement.com | Other observed source | 1.74% | 3 | 172 | 10 |
| #93 of 311 | Glowforge.comglowforge.com | Other observed source | 1.74% | 3 | 172 | 10 |
| #94 of 311 | Hackaday.comhackaday.com | Other observed source | 1.74% | 3 | 172 | 10 |
| #95 of 311 | Hobbystack.nethobbystack.net | Other observed source | 1.74% | 3 | 172 | 10 |
| #96 of 311 | Lasermarktech.comlasermarktech.com | Other observed source | 1.74% | 3 | 172 | 10 |
| #97 of 311 | Lessfume.comlessfume.com | Other observed source | 1.74% | 3 | 172 | 10 |
| #98 of 311 | Makers101.commakers101.com | Other observed source | 1.74% | 3 | 172 | 10 |
| #99 of 311 | Meetingsummary.iomeetingsummary.io | Other observed source | 1.74% | 3 | 172 | 10 |
| #100 of 311 | NIHnih.gov | Academic and government source | 1.74% | 3 | 172 | 10 |
Showing the first 100 rows from 311 observed domains.
Release and boundary
How to cite this segment
Emergent Prosumer / How buyers choose: 311 observed source domains in the leaderboard, measured on 172 observed runs across 10 distinct run dates, drawn from the 2026-05-10 to 2026-10-17 release window, mri_score_v2.1, mri_score_v2.1+2026-10-17+a2034c7ccdc9, https://machinerelations.ai/index/categories/emergent-prosumer/how_choose.
Release mri_score_v2.1+2026-10-17+a2034c7ccdc9; methodology mri_score_v2.1; generated 2026-10-17; window 2026-05-10 to 2026-10-17; artifact a2034c7ccdc9.
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.