Evidence floor met in this release.
Published segment leaderboard
Physical Consumer Products: Best tools in the Machine Relations Index
This leaderboard uses only the Physical Consumer Products / Best tools segment denominator: 122 observed answer runs across 8 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 229 | Tom's Guidetomsguide.com | Editorial publication | 23.77% | 29 | 122 | 8 |
| #2 of 229 | rtings.comrtings.com | Other observed source | 18.03% | 22 | 122 | 8 |
| #3 of 229 | Forbesforbes.com | Editorial publication | 15.57% | 19 | 122 | 8 |
| #4 of 229 | TechRadartechradar.com | Editorial publication | 14.75% | 18 | 122 | 8 |
| #5 of 229 | Yahoo Newsyahoo.com | Editorial publication | 13.93% | 17 | 122 | 8 |
| #6 of 229 | sleepfoundation.orgsleepfoundation.org | Academic and government source | 9.84% | 12 | 122 | 8 |
| #7 of 229 | everydayhomecomfort.comeverydayhomecomfort.com | Other observed source | 9.02% | 11 | 122 | 8 |
| #8 of 229 | Consumer Reportsconsumerreports.org | Editorial publication | 8.20% | 10 | 122 | 8 |
| #9 of 229 | homesandgardens.comhomesandgardens.com | Other observed source | 8.20% | 10 | 122 | 8 |
| #10 of 229 | mattressnerd.commattressnerd.com | Other observed source | 8.20% | 10 | 122 | 8 |
| #11 of 229 | CNETcnet.com | Editorial publication | 7.38% | 9 | 122 | 8 |
| #12 of 229 | djangobrand.comdjangobrand.com | Other observed source | 7.38% | 9 | 122 | 8 |
| #13 of 229 | narwal.comnarwal.com | Other observed source | 7.38% | 9 | 122 | 8 |
| #14 of 229 | ncoa.orgncoa.org | Academic and government source | 7.38% | 9 | 122 | 8 |
| #15 of 229 | thegadgetflow.comthegadgetflow.com | Other observed source | 7.38% | 9 | 122 | 8 |
| #16 of 229 | chipoteka.hrchipoteka.hr | Other observed source | 6.56% | 8 | 122 | 8 |
| #17 of 229 | comfybase.comcomfybase.com | Other observed source | 6.56% | 8 | 122 | 8 |
| #18 of 229 | justadadapproved.comjustadadapproved.com | Other observed source | 6.56% | 8 | 122 | 8 |
| #19 of 229 | thekitchenpick.comthekitchenpick.com | Other observed source | 6.56% | 8 | 122 | 8 |
| #20 of 229 | btod.combtod.com | Other observed source | 5.74% | 7 | 122 | 8 |
| #21 of 229 | claiks.comclaiks.com | Other observed source | 5.74% | 7 | 122 | 8 |
| #22 of 229 | irobot.comirobot.com | Other observed source | 5.74% | 7 | 122 | 8 |
| #23 of 229 | The New York Timesnytimes.com | Editorial publication | 5.74% | 7 | 122 | 8 |
| #24 of 229 | peccadille.netpeccadille.net | Other observed source | 5.74% | 7 | 122 | 8 |
| #25 of 229 | robotvachub.comrobotvachub.com | Other observed source | 5.74% | 7 | 122 | 8 |
| #26 of 229 | standingdeskpicks.comstandingdeskpicks.com | Other observed source | 5.74% | 7 | 122 | 8 |
| #27 of 229 | standingdeskreference.comstandingdeskreference.com | Other observed source | 5.74% | 7 | 122 | 8 |
| #28 of 229 | deskdeploy.comdeskdeploy.com | Other observed source | 4.92% | 6 | 122 | 8 |
| #29 of 229 | dreametech.comdreametech.com | Other observed source | 4.92% | 6 | 122 | 8 |
| #30 of 229 | nettoshop.chnettoshop.ch | Other observed source | 4.92% | 6 | 122 | 8 |
| #31 of 229 | PCMagpcmag.com | Editorial publication | 4.92% | 6 | 122 | 8 |
| #32 of 229 | standdesklab.comstanddesklab.com | Other observed source | 4.92% | 6 | 122 | 8 |
| #33 of 229 | ubuy.co.inubuy.co.in | Other observed source | 4.92% | 6 | 122 | 8 |
| #34 of 229 | Vacuum Warsvacuumwars.com | Editorial publication | 4.92% | 6 | 122 | 8 |
| #35 of 229 | bedplanet.combedplanet.com | Other observed source | 4.10% | 5 | 122 | 8 |
| #36 of 229 | bestbuy.combestbuy.com | Other observed source | 4.10% | 5 | 122 | 8 |
| #37 of 229 | Business Insiderbusinessinsider.com | Editorial publication | 4.10% | 5 | 122 | 8 |
| #38 of 229 | eufy.comeufy.com | Other observed source | 4.10% | 5 | 122 | 8 |
| #39 of 229 | idealhome.co.ukidealhome.co.uk | Other observed source | 4.10% | 5 | 122 | 8 |
| #40 of 229 | roborock.comroborock.com | Other observed source | 4.10% | 5 | 122 | 8 |
| #41 of 229 | robot-vacuum-guide.comrobot-vacuum-guide.com | Other observed source | 4.10% | 5 | 122 | 8 |
| #42 of 229 | textwordcount.comtextwordcount.com | Other observed source | 4.10% | 5 | 122 | 8 |
| #43 of 229 | U.S. News & World Reportusnews.com | Editorial publication | 4.10% | 5 | 122 | 8 |
| #44 of 229 | aptdeco.comaptdeco.com | Other observed source | 3.28% | 4 | 122 | 8 |
| #45 of 229 | autonomous.aiautonomous.ai | Other observed source | 3.28% | 4 | 122 | 8 |
| #46 of 229 | bedgear.co.krbedgear.co.kr | Other observed source | 3.28% | 4 | 122 | 8 |
| #47 of 229 | bloomingdales.combloomingdales.com | Other observed source | 3.28% | 4 | 122 | 8 |
| #48 of 229 | comtuodesk.comcomtuodesk.com | Other observed source | 3.28% | 4 | 122 | 8 |
| #49 of 229 | deskriselab.comdeskriselab.com | Other observed source | 3.28% | 4 | 122 | 8 |
| #50 of 229 | eurekaergonomic.comeurekaergonomic.com | Other observed source | 3.28% | 4 | 122 | 8 |
| #51 of 229 | fypower.orgfypower.org | Other observed source | 3.28% | 4 | 122 | 8 |
| #52 of 229 | Healthlinehealthline.com | Editorial publication | 3.28% | 4 | 122 | 8 |
| #53 of 229 | mattressnut.commattressnut.com | Other observed source | 3.28% | 4 | 122 | 8 |
| #54 of 229 | modelrec.commodelrec.com | Other observed source | 3.28% | 4 | 122 | 8 |
| #55 of 229 | Reader's Digestrd.com | Editorial publication | 3.28% | 4 | 122 | 8 |
| #56 of 229 | Redditreddit.com | Community and social platform | 3.28% | 4 | 122 | 8 |
| #57 of 229 | roborock.sgroborock.sg | Other observed source | 3.28% | 4 | 122 | 8 |
| #58 of 229 | TechGearLabtechgearlab.com | Editorial publication | 3.28% | 4 | 122 | 8 |
| #59 of 229 | themplsegotist.comthemplsegotist.com | Other observed source | 3.28% | 4 | 122 | 8 |
| #60 of 229 | acfc.orgacfc.org | Other observed source | 2.46% | 3 | 122 | 8 |
| #61 of 229 | aileapers.comaileapers.com | Editorial publication | 2.46% | 3 | 122 | 8 |
| #62 of 229 | appliancr.comappliancr.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #63 of 229 | baur.debaur.de | Other observed source | 2.46% | 3 | 122 | 8 |
| #64 of 229 | bestiepaws.combestiepaws.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #65 of 229 | descentanalysis.orgdescentanalysis.org | Other observed source | 2.46% | 3 | 122 | 8 |
| #66 of 229 | ebay.comebay.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #67 of 229 | Good Housekeepinggoodhousekeeping.com | Editorial publication | 2.46% | 3 | 122 | 8 |
| #68 of 229 | hermanmiller.comhermanmiller.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #69 of 229 | LabTestedPickslabtestedpicks.com | Editorial publication | 2.46% | 3 | 122 | 8 |
| #70 of 229 | macys.commacys.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #71 of 229 | New York Magazinenymag.com | Editorial publication | 2.46% | 3 | 122 | 8 |
| #72 of 229 | peggyomara.compeggyomara.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #73 of 229 | remotechance.comremotechance.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #74 of 229 | selectoire.comselectoire.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #75 of 229 | sparklingpicks.comsparklingpicks.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #76 of 229 | talkofthehouse.comtalkofthehouse.com | Editorial publication | 2.46% | 3 | 122 | 8 |
| #77 of 229 | theconsumers.guidetheconsumers.guide | Other observed source | 2.46% | 3 | 122 | 8 |
| #78 of 229 | thesleeploft.comthesleeploft.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #79 of 229 | toolstep.toptoolstep.top | Other observed source | 2.46% | 3 | 122 | 8 |
| #80 of 229 | upliftdesk.comupliftdesk.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #81 of 229 | vvenace.comvvenace.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #82 of 229 | wellwhisk.comwellwhisk.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #83 of 229 | wfhworld.comwfhworld.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #84 of 229 | whoismcafee.comwhoismcafee.com | Other observed source | 2.46% | 3 | 122 | 8 |
| #85 of 229 | YouTube (only pages not mapped to a channel or publication)youtube.com | Search or media platform | 2.46% | 3 | 122 | 8 |
| #86 of 229 | 4029tv.com4029tv.com | Other observed source | 1.64% | 2 | 122 | 8 |
| #87 of 229 | arekoreshop.comarekoreshop.com | Other observed source | 1.64% | 2 | 122 | 8 |
| #88 of 229 | arukereso.huarukereso.hu | Other observed source | 1.64% | 2 | 122 | 8 |
| #89 of 229 | bearmattress.combearmattress.com | Other observed source | 1.64% | 2 | 122 | 8 |
| #90 of 229 | bhg.com.aubhg.com.au | Editorial publication | 1.64% | 2 | 122 | 8 |
| #91 of 229 | bigguyonstuff.combigguyonstuff.com | Other observed source | 1.64% | 2 | 122 | 8 |
| #92 of 229 | coppel.comcoppel.com | Other observed source | 1.64% | 2 | 122 | 8 |
| #93 of 229 | darvin.comdarvin.com | Other observed source | 1.64% | 2 | 122 | 8 |
| #94 of 229 | desk-haus.comdesk-haus.com | Other observed source | 1.64% | 2 | 122 | 8 |
| #95 of 229 | dji.comdji.com | Other observed source | 1.64% | 2 | 122 | 8 |
| #96 of 229 | dognotebook.comdognotebook.com | Other observed source | 1.64% | 2 | 122 | 8 |
| #97 of 229 | eglug.orgeglug.org | Other observed source | 1.64% | 2 | 122 | 8 |
| #98 of 229 | eprice.iteprice.it | Other observed source | 1.64% | 2 | 122 | 8 |
| #99 of 229 | eureka.comeureka.com | Other observed source | 1.64% | 2 | 122 | 8 |
| #100 of 229 | fromrebel.comfromrebel.com | Other observed source | 1.64% | 2 | 122 | 8 |
Showing the first 100 rows from 229 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Physical Consumer Products / Best tools: 229 observed source domains in the leaderboard, measured on 122 observed runs across 8 distinct run dates, 2026-05-10 to 2026-11-05. Release mri_score_v2.1+2026-11-05+66c560c07279. https://machinerelations.ai/index/categories/physical-consumer/best_x. CC BY 4.0.Parrott, J. (2026). Physical Consumer Products / Best tools in the Machine Relations Index (Version mri_score_v2.1+2026-11-05+66c560c07279) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/physical-consumer/best_x https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mriphysicalconsumerbestx,
author = {Parrott, Jaxon},
title = {Physical Consumer Products / Best tools in the Machine Relations Index},
year = {2026},
version = {mri\_score\_v2.1+2026-11-05+66c560c07279},
publisher = {Machine Relations Research},
url = {https://machinerelations.ai/index/categories/physical-consumer/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 5, 2026. The observation window runs May 10, 2026 to November 5, 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.