Evidence floor met in this release.
Emergent ProsumerStatePublished Observed runs100 Run dates7 Observed domains136
Published segment leaderboard
Emergent Prosumer: Is it worth it in the Machine Relations Index
This leaderboard uses only the Emergent Prosumer / Is it worth it 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 136 | Redditreddit.com | Community and social platform | 25.00% | 25 | 100 | 7 | Unavailable |
| #2 of 136 | Layer3labs.iolayer3labs.io | Other observed source | 19.00% | 19 | 100 | 7 | Unavailable |
| #3 of 136 | Plaud.aiplaud.ai | Other observed source | 19.00% | 19 | 100 | 7 | Unavailable |
| #4 of 136 | Alibaba.comalibaba.com | Other observed source | 14.00% | 14 | 100 | 7 | Unavailable |
| #5 of 136 | Forbesforbes.com | Editorial publication | 13.00% | 13 | 100 | 7 | Unavailable |
| #6 of 136 | Nytimes.comnytimes.com | Editorial publication | 13.00% | 13 | 100 | 7 | Unavailable |
| #7 of 136 | Krisp.aikrisp.ai | Other observed source | 12.00% | 12 | 100 | 7 | Unavailable |
| #8 of 136 | Trytechloop.comtrytechloop.com | Other observed source | 12.00% | 12 | 100 | 7 | Unavailable |
| #9 of 136 | TechRadartechradar.com | Editorial publication | 11.00% | 11 | 100 | 7 | Unavailable |
| #10 of 136 | YouTubeyoutube.com | Search or media platform | 10.00% | 10 | 100 | 7 | Unavailable |
| #11 of 136 | Tech Timestechtimes.com | Editorial publication | 9.00% | 9 | 100 | 7 | Unavailable |
| #12 of 136 | Winstonfrancois.comwinstonfrancois.com | Other observed source | 9.00% | 9 | 100 | 7 | Unavailable |
| #13 of 136 | Telegraphindia.comtelegraphindia.com | Other observed source | 8.00% | 8 | 100 | 7 | Unavailable |
| #14 of 136 | Macworld.commacworld.com | Other observed source | 7.00% | 7 | 100 | 7 | Unavailable |
| #15 of 136 | Themakerschest.comthemakerschest.com | Other observed source | 7.00% | 7 | 100 | 7 | Unavailable |
| #16 of 136 | Vibe.usvibe.us | Other observed source | 7.00% | 7 | 100 | 7 | Unavailable |
| #17 of 136 | Agent-finder.coagent-finder.co | Market and company database | 6.00% | 6 | 100 | 7 | Unavailable |
| #18 of 136 | Anker.comanker.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #19 of 136 | Belkin.combelkin.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #20 of 136 | Craftnote.comcraftnote.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #21 of 136 | Ecoflow.comecoflow.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #22 of 136 | Engadget.comengadget.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #23 of 136 | Globalsources.comglobalsources.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #24 of 136 | Justcall.iojustcall.io | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #25 of 136 | Kensington.comkensington.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #26 of 136 | Mr-carve.commr-carve.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #27 of 136 | Omtech.comomtech.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #28 of 136 | Owc.comowc.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #29 of 136 | Pcworld.compcworld.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #30 of 136 | Plugable.complugable.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #31 of 136 | Stylecnc.comstylecnc.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #32 of 136 | Laxis.comlaxis.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #33 of 136 | Redsaillaser.comredsaillaser.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #34 of 136 | Techadvisor.comtechadvisor.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #35 of 136 | Tyvok.comtyvok.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #36 of 136 | Ugreen.comugreen.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #37 of 136 | Commarker.comcommarker.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #38 of 136 | Crealityfalcon.comcrealityfalcon.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #39 of 136 | Laptopmag.comlaptopmag.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #40 of 136 | Orturus.comorturus.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #41 of 136 | 1laser.com1laser.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #42 of 136 | Accurl.comaccurl.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #43 of 136 | Epiloglaserus.comepiloglaserus.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #44 of 136 | Expertreviews.co.ukexpertreviews.co.uk | Editorial publication | 3.00% | 3 | 100 | 7 | Unavailable |
| #45 of 136 | Fast.iofast.io | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #46 of 136 | Fortunefortune.com | Editorial publication | 3.00% | 3 | 100 | 7 | Unavailable |
| #47 of 136 | Fuhrmannmanagement.comfuhrmannmanagement.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #48 of 136 | Generativeengineoptimization.studiogenerativeengineoptimization.studio | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #49 of 136 | Hagensieker.comhagensieker.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #50 of 136 | Hflaser.comhflaser.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #51 of 136 | It4offices.co.ukit4offices.co.uk | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #52 of 136 | Latestcost.comlatestcost.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #53 of 136 | Moelueker.commoelueker.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #54 of 136 | Pzoductreview.onlinepzoductreview.online | Editorial publication | 3.00% | 3 | 100 | 7 | Unavailable |
| #55 of 136 | Snapmakeru1us.comsnapmakeru1us.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #56 of 136 | Soundguys.comsoundguys.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #57 of 136 | Upliftdesk.comupliftdesk.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #58 of 136 | Wall Street Journalwsj.com | Editorial publication | 3.00% | 3 | 100 | 7 | Unavailable |
| #59 of 136 | Acfc.orgacfc.org | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #60 of 136 | Britetechlifestyle.combritetechlifestyle.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #61 of 136 | Gccworld.comgccworld.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #62 of 136 | Goearlybirdlab.comgoearlybirdlab.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #63 of 136 | Gotranscript.comgotranscript.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #64 of 136 | Heatsign.comheatsign.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #65 of 136 | Lasermaxwave.comlasermaxwave.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #66 of 136 | Laseruser.comlaseruser.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #67 of 136 | Mikecann.blogmikecann.blog | Editorial publication | 2.00% | 2 | 100 | 7 | Unavailable |
| #68 of 136 | Oneanddoneprep.comoneanddoneprep.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #69 of 136 | Pathnet.orgpathnet.org | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #70 of 136 | Purplelec.compurplelec.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #71 of 136 | Sdgloballaser.comsdgloballaser.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #72 of 136 | Seriousinsights.netseriousinsights.net | Market and company database | 2.00% | 2 | 100 | 7 | Unavailable |
| #73 of 136 | TechCrunchtechcrunch.com | Editorial publication | 2.00% | 2 | 100 | 7 | Unavailable |
| #74 of 136 | Techgearlab.comtechgearlab.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #75 of 136 | Tldv.iotldv.io | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #76 of 136 | Tomsguide.comtomsguide.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #77 of 136 | Tomshardware.comtomshardware.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #78 of 136 | Tooldirectory.aitooldirectory.ai | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #79 of 136 | Troteclaserus.comtroteclaserus.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #80 of 136 | Umatechnology.orgumatechnology.org | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #81 of 136 | Vantaige.iovantaige.io | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #82 of 136 | Wemustbegeeks.comwemustbegeeks.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #83 of 136 | Xtools1.comxtools1.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #84 of 136 | 3dwithus.com3dwithus.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #85 of 136 | Ailith.aiailith.ai | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #86 of 136 | Amazon.comamazon.com | Editorial publication | 1.00% | 1 | 100 | 7 | Unavailable |
| #87 of 136 | Androidpad.comandroidpad.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #88 of 136 | Apple Newsapple.com | Editorial publication | 1.00% | 1 | 100 | 7 | Unavailable |
| #89 of 136 | Bambulab.combambulab.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #90 of 136 | Bgr.combgr.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #91 of 136 | Bigguyonstuff.combigguyonstuff.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #92 of 136 | Bosslaser.combosslaser.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #93 of 136 | Craftstrack.appcraftstrack.app | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #94 of 136 | Dymesty.comdymesty.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #95 of 136 | Eightmo.comeightmo.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #96 of 136 | Em-smart.comem-smart.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #97 of 136 | Frame.workframe.work | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #98 of 136 | Goodhousekeeping.comgoodhousekeeping.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #99 of 136 | Hapexclusives.comhapexclusives.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
| #100 of 136 | Hobbylasercutters.comhobbylasercutters.com | Other observed source | 1.00% | 1 | 100 | 7 | Unavailable |
Showing the first 100 rows from 136 observed domains.
Release and boundary
How to cite this segment
Emergent Prosumer / Is it worth it: 136 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/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.
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.