Evidence floor met in this release.
Emergent ProsumerStatePublished Observed runs174 Run dates10 Observed domains375
Published segment leaderboard
Emergent Prosumer: Best tools in the Machine Relations Index
This leaderboard uses only the Emergent Prosumer / Best tools segment denominator: 174 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 375 | TechRadartechradar.com | Editorial publication | 24.14% | 42 | 174 | 10 |
| #2 of 375 | Redditreddit.com | Community and social platform | 15.52% | 27 | 174 | 10 |
| #3 of 375 | T3t3.com | Editorial publication | 14.94% | 26 | 174 | 10 |
| #4 of 375 | Ankersolix.comankersolix.com | Other observed source | 13.22% | 23 | 174 | 10 |
| #5 of 375 | Gagadget.comgagadget.com | Other observed source | 13.22% | 23 | 174 | 10 |
| #6 of 375 | Thepowerpick.comthepowerpick.com | Other observed source | 12.07% | 21 | 174 | 10 |
| #7 of 375 | Engadgetengadget.com | Editorial publication | 10.92% | 19 | 174 | 10 |
| #8 of 375 | Alibaba.comalibaba.com | Other observed source | 10.34% | 18 | 174 | 10 |
| #9 of 375 | GearLaboutdoorgearlab.com | Editorial publication | 9.77% | 17 | 174 | 10 |
| #10 of 375 | Ecoflow.comecoflow.com | Other observed source | 9.20% | 16 | 174 | 10 |
| #11 of 375 | Gearjunkie.comgearjunkie.com | Other observed source | 8.62% | 15 | 174 | 10 |
| #12 of 375 | Substack.comsubstack.com | Community and social platform | 8.05% | 14 | 174 | 10 |
| #13 of 375 | Dji.comdji.com | Other observed source | 7.47% | 13 | 174 | 10 |
| #14 of 375 | The New York Timesnytimes.com | Editorial publication | 7.47% | 13 | 174 | 10 |
| #15 of 375 | Shopee.phshopee.ph | Other observed source | 7.47% | 13 | 174 | 10 |
| #16 of 375 | Iflytek.comiflytek.com | Other observed source | 6.32% | 11 | 174 | 10 |
| #17 of 375 | Ewritable.netewritable.net | Other observed source | 5.75% | 10 | 174 | 10 |
| #18 of 375 | Popular Mechanicspopularmechanics.com | Editorial publication | 5.75% | 10 | 174 | 10 |
| #19 of 375 | Powerstationadvisor.compowerstationadvisor.com | Other observed source | 5.75% | 10 | 174 | 10 |
| #20 of 375 | Thepowerstationguide.comthepowerstationguide.com | Vendor-owned source | 5.75% | 10 | 174 | 10 |
| #21 of 375 | Thevansmith.comthevansmith.com | Other observed source | 5.75% | 10 | 174 | 10 |
| #22 of 375 | Acfc.orgacfc.org | Other observed source | 5.17% | 9 | 174 | 10 |
| #23 of 375 | CNETcnet.com | Editorial publication | 5.17% | 9 | 174 | 10 |
| #24 of 375 | Practicalmotorhome.compracticalmotorhome.com | Other observed source | 5.17% | 9 | 174 | 10 |
| #25 of 375 | Thebrucehighqualityfoundation.comthebrucehighqualityfoundation.com | Other observed source | 5.17% | 9 | 174 | 10 |
| #26 of 375 | Creativebloq.comcreativebloq.com | Other observed source | 4.60% | 8 | 174 | 10 |
| #27 of 375 | Mashablemashable.com | Editorial publication | 4.60% | 8 | 174 | 10 |
| #28 of 375 | Thesolarlab.comthesolarlab.com | Vendor-owned source | 4.60% | 8 | 174 | 10 |
| #29 of 375 | Borednbookless.comborednbookless.com | Other observed source | 4.02% | 7 | 174 | 10 |
| #30 of 375 | Enphase.comenphase.com | Other observed source | 4.02% | 7 | 174 | 10 |
| #31 of 375 | Fullasmachine.comfullasmachine.com | Other observed source | 4.02% | 7 | 174 | 10 |
| #32 of 375 | Jackery.comjackery.com | Other observed source | 4.02% | 7 | 174 | 10 |
| #33 of 375 | Powerstation.propowerstation.pro | Other observed source | 4.02% | 7 | 174 | 10 |
| #34 of 375 | Vtoman.comvtoman.com | Other observed source | 4.02% | 7 | 174 | 10 |
| #35 of 375 | Xp-pen.comxp-pen.com | Other observed source | 4.02% | 7 | 174 | 10 |
| #36 of 375 | YouTubeyoutube.com | Search or media platform | 4.02% | 7 | 174 | 10 |
| #37 of 375 | Androidauthority.comandroidauthority.com | Other observed source | 3.45% | 6 | 174 | 10 |
| #38 of 375 | Carolynsrvlife.comcarolynsrvlife.com | Other observed source | 3.45% | 6 | 174 | 10 |
| #39 of 375 | Forbesforbes.com | Editorial publication | 3.45% | 6 | 174 | 10 |
| #40 of 375 | Goalzero.comgoalzero.com | Other observed source | 3.45% | 6 | 174 | 10 |
| #41 of 375 | NBC Newsnbcnews.com | Editorial publication | 3.45% | 6 | 174 | 10 |
| #42 of 375 | Offgridatlas.comoffgridatlas.com | Other observed source | 3.45% | 6 | 174 | 10 |
| #43 of 375 | Output Reportoutputreport.com | Other observed source | 3.45% | 6 | 174 | 10 |
| #44 of 375 | PCMagpcmag.com | Editorial publication | 3.45% | 6 | 174 | 10 |
| #45 of 375 | Portablepowerlab.comportablepowerlab.com | Other observed source | 3.45% | 6 | 174 | 10 |
| #46 of 375 | Roipad.comroipad.com | Vendor-owned source | 3.45% | 6 | 174 | 10 |
| #47 of 375 | Techwriteredc.comtechwriteredc.com | Other observed source | 3.45% | 6 | 174 | 10 |
| #48 of 375 | Thesplitseconds.comthesplitseconds.com | Other observed source | 3.45% | 6 | 174 | 10 |
| #49 of 375 | Thewearify.comthewearify.com | Other observed source | 3.45% | 6 | 174 | 10 |
| #50 of 375 | Best-batteries.combest-batteries.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #51 of 375 | Bobvila.combobvila.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #52 of 375 | Consumer Reportsconsumerreports.org | Editorial publication | 2.87% | 5 | 174 | 10 |
| #53 of 375 | Digital Camera Worlddigitalcameraworld.com | Editorial publication | 2.87% | 5 | 174 | 10 |
| #54 of 375 | Ebay.comebay.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #55 of 375 | Goodereader.comgoodereader.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #56 of 375 | IGNign.com | Editorial publication | 2.87% | 5 | 174 | 10 |
| #57 of 375 | The Independentindependent.co.uk | Editorial publication | 2.87% | 5 | 174 | 10 |
| #58 of 375 | Made-in-china.commade-in-china.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #59 of 375 | Mby.commby.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #60 of 375 | Myhomelobby.commyhomelobby.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #61 of 375 | Offgridforlife.comoffgridforlife.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #62 of 375 | Pecron.compecron.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #63 of 375 | Slopsheets.comslopsheets.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #64 of 375 | Supernote.com.cnsupernote.com.cn | Other observed source | 2.87% | 5 | 174 | 10 |
| #65 of 375 | Templacity.comtemplacity.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #66 of 375 | Themplsegotist.comthemplsegotist.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #67 of 375 | Wemustbegeeks.comwemustbegeeks.com | Other observed source | 2.87% | 5 | 174 | 10 |
| #68 of 375 | WIREDwired.com | Editorial publication | 2.87% | 5 | 174 | 10 |
| #69 of 375 | Yahoo.co.jpyahoo.co.jp | Other observed source | 2.87% | 5 | 174 | 10 |
| #70 of 375 | 9to5toys.com9to5toys.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #71 of 375 | Amazon.comamazon.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #72 of 375 | Bluettipower.combluettipower.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #73 of 375 | Business Insiderbusinessinsider.com | Editorial publication | 2.30% | 4 | 174 | 10 |
| #74 of 375 | Cameratimes.orgcameratimes.org | Other observed source | 2.30% | 4 | 174 | 10 |
| #75 of 375 | Freedom251.comfreedom251.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #76 of 375 | Global Newsglobalnews.ca | Editorial publication | 2.30% | 4 | 174 | 10 |
| #77 of 375 | Idealo.fridealo.fr | Other observed source | 2.30% | 4 | 174 | 10 |
| #78 of 375 | Lawrencebros.comlawrencebros.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #79 of 375 | Layer3labs.iolayer3labs.io | Other observed source | 2.30% | 4 | 174 | 10 |
| #80 of 375 | Marinepowerlab.commarinepowerlab.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #81 of 375 | Markus-hagner-photography.commarkus-hagner-photography.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #82 of 375 | Obi.chobi.ch | Other observed source | 2.30% | 4 | 174 | 10 |
| #83 of 375 | Offgridsource.comoffgridsource.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #84 of 375 | Oupes.comoupes.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #85 of 375 | Outdoortechlab.comoutdoortechlab.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #86 of 375 | Outsideonline.comoutsideonline.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #87 of 375 | Powerstationshop.eupowerstationshop.eu | Other observed source | 2.30% | 4 | 174 | 10 |
| #88 of 375 | Refinedrank.comrefinedrank.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #89 of 375 | Requiem for a Dreamrequiemforadream.com | Editorial publication | 2.30% | 4 | 174 | 10 |
| #90 of 375 | Sota.storesota.store | Other observed source | 2.30% | 4 | 174 | 10 |
| #91 of 375 | Startupsofa.comstartupsofa.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #92 of 375 | Stw-balkon.destw-balkon.de | Other observed source | 2.30% | 4 | 174 | 10 |
| #93 of 375 | Summitandtrail.comsummitandtrail.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #94 of 375 | The-gadgeteer.comthe-gadgeteer.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #95 of 375 | Tradeindia.comtradeindia.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #96 of 375 | Udpwr.comudpwr.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #97 of 375 | Viwoods.comviwoods.com | Other observed source | 2.30% | 4 | 174 | 10 |
| #98 of 375 | Backuppowerhub.combackuppowerhub.com | Other observed source | 1.72% | 3 | 174 | 10 |
| #99 of 375 | Bauhaus.atbauhaus.at | Other observed source | 1.72% | 3 | 174 | 10 |
| #100 of 375 | Bigbattery.combigbattery.com | Other observed source | 1.72% | 3 | 174 | 10 |
Showing the first 100 rows from 375 observed domains.
Release and boundary
How to cite this segment
Emergent Prosumer / Best tools: 375 observed source domains in the leaderboard, measured on 174 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/best_x.
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.