Evidence floor met in this release.
Emergent ProsumerStatePublished Observed runs225 Run dates12 Observed domains425
Published segment leaderboard
Emergent Prosumer: Best tools in the Machine Relations Index
This leaderboard uses only the Emergent Prosumer / Best tools segment denominator: 225 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 425 | TechRadartechradar.com | Editorial publication | 22.67% | 51 | 225 | 12 |
| #2 of 425 | T3t3.com | Editorial publication | 14.22% | 32 | 225 | 12 |
| #3 of 425 | Gagadget.comgagadget.com | Editorial publication | 13.78% | 31 | 225 | 12 |
| #4 of 425 | Ankersolix.comankersolix.com | Other observed source | 13.33% | 30 | 225 | 12 |
| #5 of 425 | Redditreddit.com | Community and social platform | 12.89% | 29 | 225 | 12 |
| #6 of 425 | Thepowerpick.comthepowerpick.com | Other observed source | 12.89% | 29 | 225 | 12 |
| #7 of 425 | Engadgetengadget.com | Editorial publication | 11.56% | 26 | 225 | 12 |
| #8 of 425 | Alibaba.comalibaba.com | Other observed source | 10.22% | 23 | 225 | 12 |
| #9 of 425 | Ecoflow.comecoflow.com | Other observed source | 9.33% | 21 | 225 | 12 |
| #10 of 425 | Shopee.phshopee.ph | Other observed source | 9.33% | 21 | 225 | 12 |
| #11 of 425 | Gearjunkie.comgearjunkie.com | Market and company database | 8.00% | 18 | 225 | 12 |
| #12 of 425 | GearLaboutdoorgearlab.com | Editorial publication | 7.56% | 17 | 225 | 12 |
| #13 of 425 | Dji.comdji.com | Other observed source | 6.67% | 15 | 225 | 12 |
| #14 of 425 | Jackery.comjackery.com | Other observed source | 6.67% | 15 | 225 | 12 |
| #15 of 425 | The New York Timesnytimes.com | Editorial publication | 6.67% | 15 | 225 | 12 |
| #16 of 425 | Substack.comsubstack.com | Community and social platform | 6.22% | 14 | 225 | 12 |
| #17 of 425 | Iflytek.comiflytek.com | Other observed source | 5.78% | 13 | 225 | 12 |
| #18 of 425 | Mashablemashable.com | Editorial publication | 5.78% | 13 | 225 | 12 |
| #19 of 425 | Popular Mechanicspopularmechanics.com | Editorial publication | 5.78% | 13 | 225 | 12 |
| #20 of 425 | Creativebloq.comcreativebloq.com | Other observed source | 5.33% | 12 | 225 | 12 |
| #21 of 425 | Acfc.orgacfc.org | Other observed source | 4.89% | 11 | 225 | 12 |
| #22 of 425 | Ewritable.netewritable.net | Other observed source | 4.89% | 11 | 225 | 12 |
| #23 of 425 | Thebrucehighqualityfoundation.comthebrucehighqualityfoundation.com | Editorial publication | 4.89% | 11 | 225 | 12 |
| #24 of 425 | Powerstationadvisor.compowerstationadvisor.com | Other observed source | 4.44% | 10 | 225 | 12 |
| #25 of 425 | Practicalmotorhome.compracticalmotorhome.com | Other observed source | 4.44% | 10 | 225 | 12 |
| #26 of 425 | Themplsegotist.comthemplsegotist.com | Other observed source | 4.44% | 10 | 225 | 12 |
| #27 of 425 | Thepowerstationguide.comthepowerstationguide.com | Vendor-owned source | 4.44% | 10 | 225 | 12 |
| #28 of 425 | Thevansmith.comthevansmith.com | Other observed source | 4.44% | 10 | 225 | 12 |
| #29 of 425 | CNETcnet.com | Editorial publication | 4.00% | 9 | 225 | 12 |
| #30 of 425 | PCMagpcmag.com | Editorial publication | 4.00% | 9 | 225 | 12 |
| #31 of 425 | Slopsheets.comslopsheets.com | Other observed source | 4.00% | 9 | 225 | 12 |
| #32 of 425 | Best-batteries.combest-batteries.com | Other observed source | 3.56% | 8 | 225 | 12 |
| #33 of 425 | Bluettipower.combluettipower.com | Other observed source | 3.56% | 8 | 225 | 12 |
| #34 of 425 | Bobvila.combobvila.com | Other observed source | 3.56% | 8 | 225 | 12 |
| #35 of 425 | Goalzero.comgoalzero.com | Other observed source | 3.56% | 8 | 225 | 12 |
| #36 of 425 | Supernote.com.cnsupernote.com.cn | Other observed source | 3.56% | 8 | 225 | 12 |
| #37 of 425 | Thesolarlab.comthesolarlab.com | Vendor-owned source | 3.56% | 8 | 225 | 12 |
| #38 of 425 | YouTubeyoutube.com | Search or media platform | 3.56% | 8 | 225 | 12 |
| #39 of 425 | Borednbookless.comborednbookless.com | Other observed source | 3.11% | 7 | 225 | 12 |
| #40 of 425 | Enphase.comenphase.com | Other observed source | 3.11% | 7 | 225 | 12 |
| #41 of 425 | Fullasmachine.comfullasmachine.com | Other observed source | 3.11% | 7 | 225 | 12 |
| #42 of 425 | Output Reportoutputreport.com | Other observed source | 3.11% | 7 | 225 | 12 |
| #43 of 425 | Powerstation.propowerstation.pro | Other observed source | 3.11% | 7 | 225 | 12 |
| #44 of 425 | Roipad.comroipad.com | Vendor-owned source | 3.11% | 7 | 225 | 12 |
| #45 of 425 | Techwriteredc.comtechwriteredc.com | Other observed source | 3.11% | 7 | 225 | 12 |
| #46 of 425 | Theainote.comtheainote.com | Other observed source | 3.11% | 7 | 225 | 12 |
| #47 of 425 | Thesplitseconds.comthesplitseconds.com | Other observed source | 3.11% | 7 | 225 | 12 |
| #48 of 425 | Thewearify.comthewearify.com | Other observed source | 3.11% | 7 | 225 | 12 |
| #49 of 425 | Vtoman.comvtoman.com | Other observed source | 3.11% | 7 | 225 | 12 |
| #50 of 425 | Xp-pen.comxp-pen.com | Other observed source | 3.11% | 7 | 225 | 12 |
| #51 of 425 | Androidauthority.comandroidauthority.com | Other observed source | 2.67% | 6 | 225 | 12 |
| #52 of 425 | Carolynsrvlife.comcarolynsrvlife.com | Other observed source | 2.67% | 6 | 225 | 12 |
| #53 of 425 | Digital Camera Worlddigitalcameraworld.com | Editorial publication | 2.67% | 6 | 225 | 12 |
| #54 of 425 | Discovercameras.comdiscovercameras.com | Other observed source | 2.67% | 6 | 225 | 12 |
| #55 of 425 | Forbesforbes.com | Editorial publication | 2.67% | 6 | 225 | 12 |
| #56 of 425 | Freedom251.comfreedom251.com | Other observed source | 2.67% | 6 | 225 | 12 |
| #57 of 425 | NBC Newsnbcnews.com | Editorial publication | 2.67% | 6 | 225 | 12 |
| #58 of 425 | Offgridatlas.comoffgridatlas.com | Other observed source | 2.67% | 6 | 225 | 12 |
| #59 of 425 | Portablepowerlab.comportablepowerlab.com | Other observed source | 2.67% | 6 | 225 | 12 |
| #60 of 425 | WIREDwired.com | Editorial publication | 2.67% | 6 | 225 | 12 |
| #61 of 425 | Amazon.comamazon.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #62 of 425 | Boltproductions.comboltproductions.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #63 of 425 | Camera Timescameratimes.org | Other observed source | 2.22% | 5 | 225 | 12 |
| #64 of 425 | Consumer Reportsconsumerreports.org | Editorial publication | 2.22% | 5 | 225 | 12 |
| #65 of 425 | Ebay.comebay.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #66 of 425 | Goodereader.comgoodereader.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #67 of 425 | IGNign.com | Editorial publication | 2.22% | 5 | 225 | 12 |
| #68 of 425 | The Independentindependent.co.uk | Editorial publication | 2.22% | 5 | 225 | 12 |
| #69 of 425 | Made-in-china.commade-in-china.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #70 of 425 | Markus-hagner-photography.commarkus-hagner-photography.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #71 of 425 | Mby.commby.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #72 of 425 | Modelrec.commodelrec.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #73 of 425 | Myhomelobby.commyhomelobby.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #74 of 425 | Offgridforlife.comoffgridforlife.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #75 of 425 | Pbtech.co.nzpbtech.co.nz | Other observed source | 2.22% | 5 | 225 | 12 |
| #76 of 425 | Pecron.compecron.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #77 of 425 | PR Newswireprnewswire.com | Wire and press-release distribution | 2.22% | 5 | 225 | 12 |
| #78 of 425 | Templacity.comtemplacity.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #79 of 425 | The Gadgeteerthe-gadgeteer.com | Editorial publication | 2.22% | 5 | 225 | 12 |
| #80 of 425 | Viwoods.comviwoods.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #81 of 425 | Wemustbegeeks.comwemustbegeeks.com | Other observed source | 2.22% | 5 | 225 | 12 |
| #82 of 425 | Yahoo.co.jpyahoo.co.jp | Other observed source | 2.22% | 5 | 225 | 12 |
| #83 of 425 | 9to5Toys9to5toys.com | Editorial publication | 1.78% | 4 | 225 | 12 |
| #84 of 425 | Backuppowerhub.combackuppowerhub.com | Other observed source | 1.78% | 4 | 225 | 12 |
| #85 of 425 | Bestbuy.combestbuy.com | Other observed source | 1.78% | 4 | 225 | 12 |
| #86 of 425 | Bougerv.combougerv.com | Other observed source | 1.78% | 4 | 225 | 12 |
| #87 of 425 | Business Insiderbusinessinsider.com | Editorial publication | 1.78% | 4 | 225 | 12 |
| #88 of 425 | Chaplinfilmfestival.comchaplinfilmfestival.com | Other observed source | 1.78% | 4 | 225 | 12 |
| #89 of 425 | Dji-retail.co.ukdji-retail.co.uk | Other observed source | 1.78% | 4 | 225 | 12 |
| #90 of 425 | Doom10.orgdoom10.org | Other observed source | 1.78% | 4 | 225 | 12 |
| #91 of 425 | Dream Big, Travel Fardreambigtravelfarblog.com | Other observed source | 1.78% | 4 | 225 | 12 |
| #92 of 425 | Energiasolarpro.comenergiasolarpro.com | Other observed source | 1.78% | 4 | 225 | 12 |
| #93 of 425 | Global Newsglobalnews.ca | Editorial publication | 1.78% | 4 | 225 | 12 |
| #94 of 425 | Idealo.fridealo.fr | Other observed source | 1.78% | 4 | 225 | 12 |
| #95 of 425 | Kiddofspeed.comkiddofspeed.com | Other observed source | 1.78% | 4 | 225 | 12 |
| #96 of 425 | Koboldtouch.comkoboldtouch.com | Other observed source | 1.78% | 4 | 225 | 12 |
| #97 of 425 | Lawrencebros.comlawrencebros.com | Other observed source | 1.78% | 4 | 225 | 12 |
| #98 of 425 | Layer3labs.iolayer3labs.io | Other observed source | 1.78% | 4 | 225 | 12 |
| #99 of 425 | Marinepowerlab.commarinepowerlab.com | Other observed source | 1.78% | 4 | 225 | 12 |
| #100 of 425 | Moorabbinbatteries.com.aumoorabbinbatteries.com.au | Other observed source | 1.78% | 4 | 225 | 12 |
Showing the first 100 rows from 425 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Emergent Prosumer / Best tools: 425 observed source domains in the leaderboard, measured on 225 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/best_x. CC BY 4.0.APA
Parrott, J. (2026). Emergent Prosumer / Best tools 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/best_x https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mriemergentprosumerbestx,
author = {Parrott, Jaxon},
title = {Emergent Prosumer / Best tools 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/best_x},
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.