Evidence floor met in this release.
Emergent ProsumerStatePublished Observed runs229 Run dates12 Observed domains255
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: 229 observed answer runs across 12 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 255 | Plaud.aiplaud.ai | Other observed source | 19.65% | 45 | 229 | 12 |
| #2 of 255 | Layer3labs.iolayer3labs.io | Other observed source | 19.21% | 44 | 229 | 12 |
| #3 of 255 | Redditreddit.com | Community and social platform | 14.41% | 33 | 229 | 12 |
| #4 of 255 | Alibaba.comalibaba.com | Other observed source | 10.92% | 25 | 229 | 12 |
| #5 of 255 | TechRadartechradar.com | Editorial publication | 10.48% | 24 | 229 | 12 |
| #6 of 255 | Forbesforbes.com | Editorial publication | 10.04% | 23 | 229 | 12 |
| #7 of 255 | Krisp.aikrisp.ai | Other observed source | 10.04% | 23 | 229 | 12 |
| #8 of 255 | Vibe.usvibe.us | Other observed source | 10.04% | 23 | 229 | 12 |
| #9 of 255 | The New York Timesnytimes.com | Editorial publication | 9.61% | 22 | 229 | 12 |
| #10 of 255 | Mac Worldmacworld.com | Other observed source | 9.17% | 21 | 229 | 12 |
| #11 of 255 | Engadgetengadget.com | Editorial publication | 8.73% | 20 | 229 | 12 |
| #12 of 255 | Winstonfrancois.comwinstonfrancois.com | Other observed source | 8.73% | 20 | 229 | 12 |
| #13 of 255 | YouTubeyoutube.com | Search or media platform | 7.86% | 18 | 229 | 12 |
| #14 of 255 | Engraverhq.comengraverhq.com | Other observed source | 7.42% | 17 | 229 | 12 |
| #15 of 255 | Plugable.complugable.com | Other observed source | 7.42% | 17 | 229 | 12 |
| #16 of 255 | Owc.comowc.com | Other observed source | 6.99% | 16 | 229 | 12 |
| #17 of 255 | PC Worldpcworld.com | Other observed source | 6.99% | 16 | 229 | 12 |
| #18 of 255 | Stylecnc.comstylecnc.com | Other observed source | 6.55% | 15 | 229 | 12 |
| #19 of 255 | Tech Timestechtimes.com | Editorial publication | 6.55% | 15 | 229 | 12 |
| #20 of 255 | Ticnote.comticnote.com | Other observed source | 6.55% | 15 | 229 | 12 |
| #21 of 255 | Trytechloop.comtrytechloop.com | Other observed source | 6.55% | 15 | 229 | 12 |
| #22 of 255 | Anker.comanker.com | Other observed source | 6.11% | 14 | 229 | 12 |
| #23 of 255 | Craftnote.comcraftnote.com | Other observed source | 5.24% | 12 | 229 | 12 |
| #24 of 255 | Tech Advisortechadvisor.com | Editorial publication | 5.24% | 12 | 229 | 12 |
| #25 of 255 | TechRepublictechrepublic.com | Editorial publication | 5.24% | 12 | 229 | 12 |
| #26 of 255 | 1laser.com1laser.com | Other observed source | 4.80% | 11 | 229 | 12 |
| #27 of 255 | Omtech.comomtech.com | Other observed source | 4.80% | 11 | 229 | 12 |
| #28 of 255 | Soundguys.comsoundguys.com | Other observed source | 4.80% | 11 | 229 | 12 |
| #29 of 255 | Themakerschest.comthemakerschest.com | Other observed source | 4.80% | 11 | 229 | 12 |
| #30 of 255 | Omi.meomi.me | Other observed source | 4.37% | 10 | 229 | 12 |
| #31 of 255 | Redsaillaser.comredsaillaser.com | Other observed source | 4.37% | 10 | 229 | 12 |
| #32 of 255 | Crealityfalcon.comcrealityfalcon.com | Other observed source | 3.93% | 9 | 229 | 12 |
| #33 of 255 | Ecoflow.comecoflow.com | Other observed source | 3.93% | 9 | 229 | 12 |
| #34 of 255 | TechCrunchtechcrunch.com | Editorial publication | 3.93% | 9 | 229 | 12 |
| #35 of 255 | Tomshardware.comtomshardware.com | Other observed source | 3.93% | 9 | 229 | 12 |
| #36 of 255 | Android Centralandroidcentral.com | Editorial publication | 3.49% | 8 | 229 | 12 |
| #37 of 255 | Belkin.combelkin.com | Other observed source | 3.49% | 8 | 229 | 12 |
| #38 of 255 | Kensington.comkensington.com | Other observed source | 3.49% | 8 | 229 | 12 |
| #39 of 255 | Laxis.comlaxis.com | Vendor-owned source | 3.49% | 8 | 229 | 12 |
| #40 of 255 | Telegraphindia.comtelegraphindia.com | Other observed source | 3.49% | 8 | 229 | 12 |
| #41 of 255 | Tyvok.comtyvok.com | Other observed source | 3.49% | 8 | 229 | 12 |
| #42 of 255 | Globalsources.comglobalsources.com | Other observed source | 3.06% | 7 | 229 | 12 |
| #43 of 255 | Justcall.iojustcall.io | Other observed source | 3.06% | 7 | 229 | 12 |
| #44 of 255 | Mr-carve.commr-carve.com | Other observed source | 3.06% | 7 | 229 | 12 |
| #45 of 255 | Agent-finder.coagent-finder.co | Other observed source | 2.62% | 6 | 229 | 12 |
| #46 of 255 | Bosslaser.combosslaser.com | Other observed source | 2.62% | 6 | 229 | 12 |
| #47 of 255 | Mrktcorrect.commrktcorrect.com | Other observed source | 2.62% | 6 | 229 | 12 |
| #48 of 255 | Screenapp.ioscreenapp.io | Other observed source | 2.62% | 6 | 229 | 12 |
| #49 of 255 | Ugreen.comugreen.com | Other observed source | 2.62% | 6 | 229 | 12 |
| #50 of 255 | Umevo.aiumevo.ai | Other observed source | 2.62% | 6 | 229 | 12 |
| #51 of 255 | Affmaven.comaffmaven.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #52 of 255 | Commarker.comcommarker.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #53 of 255 | Expert Reviewsexpertreviews.co.uk | Editorial publication | 2.18% | 5 | 229 | 12 |
| #54 of 255 | Fast.iofast.io | Other observed source | 2.18% | 5 | 229 | 12 |
| #55 of 255 | Laptopmag.comlaptopmag.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #56 of 255 | Latestcost.comlatestcost.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #57 of 255 | Moelueker.commoelueker.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #58 of 255 | Optlasers.comoptlasers.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #59 of 255 | Troteclaserus.comtroteclaserus.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #60 of 255 | Acfc.orgacfc.org | Other observed source | 1.75% | 4 | 229 | 12 |
| #61 of 255 | Amazon.comamazon.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #62 of 255 | Atomm.comatomm.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #63 of 255 | Bigguyonstuff.combigguyonstuff.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #64 of 255 | Dhgate.comdhgate.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #65 of 255 | Hagensieker.comhagensieker.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #66 of 255 | Lenovo.comlenovo.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #67 of 255 | Looki.ailooki.ai | Other observed source | 1.75% | 4 | 229 | 12 |
| #68 of 255 | Ofzenandcomputing.comofzenandcomputing.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #69 of 255 | Oneanddoneprep.comoneanddoneprep.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #70 of 255 | Openelab.ioopenelab.io | Other observed source | 1.75% | 4 | 229 | 12 |
| #71 of 255 | Orturus.comorturus.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #72 of 255 | Sdgloballaser.comsdgloballaser.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #73 of 255 | The Tech Buzztechbuzz.ai | Editorial publication | 1.75% | 4 | 229 | 12 |
| #74 of 255 | TechGearLabtechgearlab.com | Editorial publication | 1.75% | 4 | 229 | 12 |
| #75 of 255 | Thirstybear.comthirstybear.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #76 of 255 | Tldv.iotldv.io | Other observed source | 1.75% | 4 | 229 | 12 |
| #77 of 255 | Tom's Guidetomsguide.com | Editorial publication | 1.75% | 4 | 229 | 12 |
| #78 of 255 | Wemustbegeeks.comwemustbegeeks.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #79 of 255 | Accurl.comaccurl.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #80 of 255 | Apple News (Syndication from Grit Daily)apple.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #81 of 255 | Cameraegg.orgcameraegg.org | Other observed source | 1.31% | 3 | 229 | 12 |
| #82 of 255 | Conversionstech.comconversionstech.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #83 of 255 | Currentcost.orgcurrentcost.org | Other observed source | 1.31% | 3 | 229 | 12 |
| #84 of 255 | Dev.todev.to | Community and social platform | 1.31% | 3 | 229 | 12 |
| #85 of 255 | Electronics.linkelectronics.link | Editorial publication | 1.31% | 3 | 229 | 12 |
| #86 of 255 | Epiloglaserus.comepiloglaserus.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #87 of 255 | Fortunefortune.com | Editorial publication | 1.31% | 3 | 229 | 12 |
| #88 of 255 | Fuhrmannmanagement.comfuhrmannmanagement.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #89 of 255 | Generativeengineoptimization.studiogenerativeengineoptimization.studio | Other observed source | 1.31% | 3 | 229 | 12 |
| #90 of 255 | Gotranscript.comgotranscript.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #91 of 255 | Heatsign.comheatsign.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #92 of 255 | Hflaser.comhflaser.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #93 of 255 | Intriq.appintriq.app | Other observed source | 1.31% | 3 | 229 | 12 |
| #94 of 255 | It4offices.co.ukit4offices.co.uk | Other observed source | 1.31% | 3 | 229 | 12 |
| #95 of 255 | Legendmemory.ailegendmemory.ai | Other observed source | 1.31% | 3 | 229 | 12 |
| #96 of 255 | Mikecann.blogmikecann.blog | Other observed source | 1.31% | 3 | 229 | 12 |
| #97 of 255 | Modelrec.commodelrec.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #98 of 255 | Note.comnote.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #99 of 255 | Omtech.auomtech.au | Other observed source | 1.31% | 3 | 229 | 12 |
| #100 of 255 | Phandroid.comphandroid.com | Other observed source | 1.31% | 3 | 229 | 12 |
Showing the first 100 rows from 255 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Emergent Prosumer / Is it worth it: 255 observed source domains in the leaderboard, measured on 229 observed runs across 12 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/emergent-prosumer/is_x_worth. CC BY 4.0.APA
Parrott, J. (2026). Emergent Prosumer / Is it worth it in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/emergent-prosumer/is_x_worth https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mriemergentprosumerisxworth,
author = {Parrott, Jaxon},
title = {Emergent Prosumer / Is it worth it in the Machine Relations Index},
year = {2026},
version = {mri\_score\_v2.1+2026-11-02+f9aaeca0db15},
publisher = {Machine Relations Research},
url = {https://machinerelations.ai/index/categories/emergent-prosumer/is_x_worth},
doi = {10.5281/zenodo.23652423},
license = {CC-BY-4.0},
note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}Release and boundary
What this segment measures
Published November 2, 2026. The observation window runs May 10, 2026 to November 2, 2026. Methodology v2.1.
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.