Evidence floor met in this release.
Emergent ProsumerStatePublished Observed runs177 Run dates10 Observed domains235
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: 177 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 235 | Layer3labs.iolayer3labs.io | Other observed source | 20.34% | 36 | 177 | 10 |
| #2 of 235 | Plaud.aiplaud.ai | Other observed source | 20.34% | 36 | 177 | 10 |
| #3 of 235 | Redditreddit.com | Community and social platform | 18.08% | 32 | 177 | 10 |
| #4 of 235 | Alibaba.comalibaba.com | Other observed source | 13.56% | 24 | 177 | 10 |
| #5 of 235 | Forbesforbes.com | Editorial publication | 11.30% | 20 | 177 | 10 |
| #6 of 235 | Krisp.aikrisp.ai | Other observed source | 11.30% | 20 | 177 | 10 |
| #7 of 235 | The New York Timesnytimes.com | Editorial publication | 10.73% | 19 | 177 | 10 |
| #8 of 235 | TechRadartechradar.com | Editorial publication | 10.73% | 19 | 177 | 10 |
| #9 of 235 | Vibe.usvibe.us | Other observed source | 10.73% | 19 | 177 | 10 |
| #10 of 235 | Macworld.commacworld.com | Other observed source | 9.04% | 16 | 177 | 10 |
| #11 of 235 | YouTubeyoutube.com | Search or media platform | 9.04% | 16 | 177 | 10 |
| #12 of 235 | Winstonfrancois.comwinstonfrancois.com | Other observed source | 8.47% | 15 | 177 | 10 |
| #13 of 235 | Trytechloop.comtrytechloop.com | Other observed source | 7.91% | 14 | 177 | 10 |
| #14 of 235 | Engadgetengadget.com | Editorial publication | 7.34% | 13 | 177 | 10 |
| #15 of 235 | Plugable.complugable.com | Other observed source | 7.34% | 13 | 177 | 10 |
| #16 of 235 | Tech Timestechtimes.com | Editorial publication | 7.34% | 13 | 177 | 10 |
| #17 of 235 | Anker.comanker.com | Other observed source | 6.78% | 12 | 177 | 10 |
| #18 of 235 | Craftnote.comcraftnote.com | Other observed source | 6.78% | 12 | 177 | 10 |
| #19 of 235 | Pcworld.compcworld.com | Other observed source | 6.78% | 12 | 177 | 10 |
| #20 of 235 | Stylecnc.comstylecnc.com | Other observed source | 6.78% | 12 | 177 | 10 |
| #21 of 235 | Owc.comowc.com | Other observed source | 6.21% | 11 | 177 | 10 |
| #22 of 235 | Engraverhq.comengraverhq.com | Other observed source | 5.65% | 10 | 177 | 10 |
| #23 of 235 | Tech Advisortechadvisor.com | Editorial publication | 5.65% | 10 | 177 | 10 |
| #24 of 235 | Themakerschest.comthemakerschest.com | Other observed source | 5.65% | 10 | 177 | 10 |
| #25 of 235 | Ticnote.comticnote.com | Other observed source | 5.65% | 10 | 177 | 10 |
| #26 of 235 | Soundguys.comsoundguys.com | Other observed source | 5.08% | 9 | 177 | 10 |
| #27 of 235 | Crealityfalcon.comcrealityfalcon.com | Other observed source | 4.52% | 8 | 177 | 10 |
| #28 of 235 | Ecoflow.comecoflow.com | Other observed source | 4.52% | 8 | 177 | 10 |
| #29 of 235 | Kensington.comkensington.com | Other observed source | 4.52% | 8 | 177 | 10 |
| #30 of 235 | Omtech.comomtech.com | Other observed source | 4.52% | 8 | 177 | 10 |
| #31 of 235 | Telegraphindia.comtelegraphindia.com | Other observed source | 4.52% | 8 | 177 | 10 |
| #32 of 235 | Belkin.combelkin.com | Other observed source | 3.95% | 7 | 177 | 10 |
| #33 of 235 | Globalsources.comglobalsources.com | Other observed source | 3.95% | 7 | 177 | 10 |
| #34 of 235 | Justcall.iojustcall.io | Other observed source | 3.95% | 7 | 177 | 10 |
| #35 of 235 | Laxis.comlaxis.com | Vendor-owned source | 3.95% | 7 | 177 | 10 |
| #36 of 235 | Mr-carve.commr-carve.com | Other observed source | 3.95% | 7 | 177 | 10 |
| #37 of 235 | Redsaillaser.comredsaillaser.com | Other observed source | 3.95% | 7 | 177 | 10 |
| #38 of 235 | TechRepublictechrepublic.com | Editorial publication | 3.95% | 7 | 177 | 10 |
| #39 of 235 | Tyvok.comtyvok.com | Other observed source | 3.95% | 7 | 177 | 10 |
| #40 of 235 | 1laser.com1laser.com | Other observed source | 3.39% | 6 | 177 | 10 |
| #41 of 235 | Agent-finder.coagent-finder.co | Market and company database | 3.39% | 6 | 177 | 10 |
| #42 of 235 | Omi.meomi.me | Other observed source | 3.39% | 6 | 177 | 10 |
| #43 of 235 | TechCrunchtechcrunch.com | Editorial publication | 3.39% | 6 | 177 | 10 |
| #44 of 235 | Tomshardware.comtomshardware.com | Other observed source | 3.39% | 6 | 177 | 10 |
| #45 of 235 | Ugreen.comugreen.com | Other observed source | 3.39% | 6 | 177 | 10 |
| #46 of 235 | Android Centralandroidcentral.com | Editorial publication | 2.82% | 5 | 177 | 10 |
| #47 of 235 | Bosslaser.combosslaser.com | Other observed source | 2.82% | 5 | 177 | 10 |
| #48 of 235 | Commarker.comcommarker.com | Other observed source | 2.82% | 5 | 177 | 10 |
| #49 of 235 | Laptopmag.comlaptopmag.com | Other observed source | 2.82% | 5 | 177 | 10 |
| #50 of 235 | Umevo.aiumevo.ai | Other observed source | 2.82% | 5 | 177 | 10 |
| #51 of 235 | Acfc.orgacfc.org | Other observed source | 2.26% | 4 | 177 | 10 |
| #52 of 235 | Fast.iofast.io | Other observed source | 2.26% | 4 | 177 | 10 |
| #53 of 235 | Hagensieker.comhagensieker.com | Other observed source | 2.26% | 4 | 177 | 10 |
| #54 of 235 | Latestcost.comlatestcost.com | Other observed source | 2.26% | 4 | 177 | 10 |
| #55 of 235 | Moelueker.commoelueker.com | Other observed source | 2.26% | 4 | 177 | 10 |
| #56 of 235 | Orturus.comorturus.com | Other observed source | 2.26% | 4 | 177 | 10 |
| #57 of 235 | Screenapp.ioscreenapp.io | Other observed source | 2.26% | 4 | 177 | 10 |
| #58 of 235 | Accurl.comaccurl.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #59 of 235 | Affmaven.comaffmaven.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #60 of 235 | Amazon.comamazon.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #61 of 235 | Electronics.linkelectronics.link | Other observed source | 1.69% | 3 | 177 | 10 |
| #62 of 235 | Epiloglaserus.comepiloglaserus.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #63 of 235 | Expert Reviewsexpertreviews.co.uk | Editorial publication | 1.69% | 3 | 177 | 10 |
| #64 of 235 | Fortunefortune.com | Editorial publication | 1.69% | 3 | 177 | 10 |
| #65 of 235 | Fuhrmannmanagement.comfuhrmannmanagement.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #66 of 235 | Generativeengineoptimization.studiogenerativeengineoptimization.studio | Other observed source | 1.69% | 3 | 177 | 10 |
| #67 of 235 | Heatsign.comheatsign.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #68 of 235 | Hflaser.comhflaser.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #69 of 235 | Intriq.appintriq.app | Other observed source | 1.69% | 3 | 177 | 10 |
| #70 of 235 | It4offices.co.ukit4offices.co.uk | Other observed source | 1.69% | 3 | 177 | 10 |
| #71 of 235 | Modelrec.commodelrec.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #72 of 235 | Mrktcorrect.commrktcorrect.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #73 of 235 | Oneanddoneprep.comoneanddoneprep.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #74 of 235 | Openelab.ioopenelab.io | Other observed source | 1.69% | 3 | 177 | 10 |
| #75 of 235 | Optlasers.comoptlasers.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #76 of 235 | Print-technology.comprint-technology.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #77 of 235 | Pzoductreview.onlinepzoductreview.online | Other observed source | 1.69% | 3 | 177 | 10 |
| #78 of 235 | Seriousinsights.netseriousinsights.net | Market and company database | 1.69% | 3 | 177 | 10 |
| #79 of 235 | Snapmakeru1us.comsnapmakeru1us.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #80 of 235 | Techgearlab.comtechgearlab.com | Editorial publication | 1.69% | 3 | 177 | 10 |
| #81 of 235 | Thereisanaitool.comthereisanaitool.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #82 of 235 | Thirstybear.comthirstybear.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #83 of 235 | Tldv.iotldv.io | Other observed source | 1.69% | 3 | 177 | 10 |
| #84 of 235 | Tom's Guidetomsguide.com | Editorial publication | 1.69% | 3 | 177 | 10 |
| #85 of 235 | Troteclaserus.comtroteclaserus.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #86 of 235 | Upliftdesk.comupliftdesk.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #87 of 235 | Vantaige.iovantaige.io | Other observed source | 1.69% | 3 | 177 | 10 |
| #88 of 235 | Wemustbegeeks.comwemustbegeeks.com | Other observed source | 1.69% | 3 | 177 | 10 |
| #89 of 235 | The Wall Street Journalwsj.com | Editorial publication | 1.69% | 3 | 177 | 10 |
| #90 of 235 | 3dwithus.com3dwithus.com | Other observed source | 1.13% | 2 | 177 | 10 |
| #91 of 235 | Apple Newsapple.com | Other observed source | 1.13% | 2 | 177 | 10 |
| #92 of 235 | Atomm.comatomm.com | Other observed source | 1.13% | 2 | 177 | 10 |
| #93 of 235 | Bigguyonstuff.combigguyonstuff.com | Other observed source | 1.13% | 2 | 177 | 10 |
| #94 of 235 | Britetechlifestyle.combritetechlifestyle.com | Other observed source | 1.13% | 2 | 177 | 10 |
| #95 of 235 | Cablecreation.comcablecreation.com | Other observed source | 1.13% | 2 | 177 | 10 |
| #96 of 235 | Cablematters.comcablematters.com | Other observed source | 1.13% | 2 | 177 | 10 |
| #97 of 235 | Cameraegg.orgcameraegg.org | Other observed source | 1.13% | 2 | 177 | 10 |
| #98 of 235 | Conversionstech.comconversionstech.com | Other observed source | 1.13% | 2 | 177 | 10 |
| #99 of 235 | Craftstrack.appcraftstrack.app | Other observed source | 1.13% | 2 | 177 | 10 |
| #100 of 235 | Currentcost.orgcurrentcost.org | Other observed source | 1.13% | 2 | 177 | 10 |
Showing the first 100 rows from 235 observed domains.
Release and boundary
How to cite this segment
Emergent Prosumer / Is it worth it: 235 observed source domains in the leaderboard, measured on 177 observed runs across 10 distinct run dates, drawn from the 2026-05-10 to 2026-10-16 release window, mri_score_v2.1, mri_score_v2.1+2026-10-16+676547a595a3, https://machinerelations.ai/index/categories/emergent-prosumer/is_x_worth.
Release mri_score_v2.1+2026-10-16+676547a595a3; methodology mri_score_v2.1; generated 2026-10-16; window 2026-05-10 to 2026-10-16; artifact 676547a595a3.
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.