Evidence floor met in this release.
Physical Consumer ProductsStatePublished Observed runs129 Run dates8 Observed domains188
Published segment leaderboard
Physical Consumer Products: How buyers choose in the Machine Relations Index
This leaderboard uses only the Physical Consumer Products / How buyers choose segment denominator: 129 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 188 | rtings.comrtings.com | Other observed source | 13.18% | 17 | 129 | 8 |
| #2 of 188 | blueair.comblueair.com | Other observed source | 10.85% | 14 | 129 | 8 |
| #3 of 188 | sylvane.comsylvane.com | Other observed source | 10.08% | 13 | 129 | 8 |
| #4 of 188 | daikin.co.ukdaikin.co.uk | Other observed source | 8.53% | 11 | 129 | 8 |
| #5 of 188 | homeairqualitylab.comhomeairqualitylab.com | Other observed source | 8.53% | 11 | 129 | 8 |
| #6 of 188 | airoasis.comairoasis.com | Other observed source | 7.75% | 10 | 129 | 8 |
| #7 of 188 | qcy.comqcy.com | Other observed source | 7.75% | 10 | 129 | 8 |
| #8 of 188 | YouTube (only pages not mapped to a channel or publication)youtube.com | Search or media platform | 6.98% | 9 | 129 | 8 |
| #9 of 188 | electrolux.com.sgelectrolux.com.sg | Other observed source | 6.20% | 8 | 129 | 8 |
| #10 of 188 | himiwaybike.comhimiwaybike.com | Other observed source | 6.20% | 8 | 129 | 8 |
| #11 of 188 | soundguys.comsoundguys.com | Other observed source | 6.20% | 8 | 129 | 8 |
| #12 of 188 | upway.coupway.co | Other observed source | 6.20% | 8 | 129 | 8 |
| #13 of 188 | alen.comalen.com | Other observed source | 5.43% | 7 | 129 | 8 |
| #14 of 188 | bikeyardonline.co.ukbikeyardonline.co.uk | Other observed source | 5.43% | 7 | 129 | 8 |
| #15 of 188 | dyson.comdyson.com | Other observed source | 5.43% | 7 | 129 | 8 |
| #16 of 188 | ebikefinder.auebikefinder.au | Other observed source | 5.43% | 7 | 129 | 8 |
| #17 of 188 | HeadphoneCurveheadphonecurve.com | Editorial publication | 5.43% | 7 | 129 | 8 |
| #18 of 188 | lg.comlg.com | Other observed source | 5.43% | 7 | 129 | 8 |
| #19 of 188 | purifierbeast.compurifierbeast.com | Other observed source | 5.43% | 7 | 129 | 8 |
| #20 of 188 | Redditreddit.com | Community and social platform | 5.43% | 7 | 129 | 8 |
| #21 of 188 | Bike-EVbike-ev.com | Editorial publication | 4.65% | 6 | 129 | 8 |
| #22 of 188 | ebikeoracle.comebikeoracle.com | Other observed source | 4.65% | 6 | 129 | 8 |
| #23 of 188 | eroadbikeguide.comeroadbikeguide.com | Other observed source | 4.65% | 6 | 129 | 8 |
| #24 of 188 | inovaairpurifiers.com.auinovaairpurifiers.com.au | Other observed source | 4.65% | 6 | 129 | 8 |
| #25 of 188 | puritybymonster.compuritybymonster.com | Editorial publication | 4.65% | 6 | 129 | 8 |
| #26 of 188 | theairpurifierhq.comtheairpurifierhq.com | Other observed source | 4.65% | 6 | 129 | 8 |
| #27 of 188 | airpurifierdirectory.comairpurifierdirectory.com | Other observed source | 3.88% | 5 | 129 | 8 |
| #28 of 188 | alibaba.comalibaba.com | Other observed source | 3.88% | 5 | 129 | 8 |
| #29 of 188 | biketips.combiketips.com | Other observed source | 3.88% | 5 | 129 | 8 |
| #30 of 188 | chargie.orgchargie.org | Other observed source | 3.88% | 5 | 129 | 8 |
| #31 of 188 | Electric Bike Reviewelectricbikereview.com | Other observed source | 3.88% | 5 | 129 | 8 |
| #32 of 188 | em3ev.comem3ev.com | Other observed source | 3.88% | 5 | 129 | 8 |
| #33 of 188 | indoorbreathing.comindoorbreathing.com | Other observed source | 3.88% | 5 | 129 | 8 |
| #34 of 188 | linea.iolinea.io | Other observed source | 3.88% | 5 | 129 | 8 |
| #35 of 188 | mathbikes.commathbikes.com | Other observed source | 3.88% | 5 | 129 | 8 |
| #36 of 188 | techsith.comtechsith.com | Other observed source | 3.88% | 5 | 129 | 8 |
| #37 of 188 | whatsizeappliance.comwhatsizeappliance.com | Other observed source | 3.88% | 5 | 129 | 8 |
| #38 of 188 | cleanaircritic.comcleanaircritic.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #39 of 188 | Consumer Reportsconsumerreports.org | Editorial publication | 3.10% | 4 | 129 | 8 |
| #40 of 188 | cycmotor.comcycmotor.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #41 of 188 | ebikegaragehq.comebikegaragehq.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #42 of 188 | eurekaforbes.comeurekaforbes.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #43 of 188 | everydayhomecomfort.comeverydayhomecomfort.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #44 of 188 | filterbuy.comfilterbuy.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #45 of 188 | hvacbase.orghvacbase.org | Other observed source | 3.10% | 4 | 129 | 8 |
| #46 of 188 | iqair.comiqair.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #47 of 188 | mokwheel.commokwheel.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #48 of 188 | myer.com.aumyer.com.au | Other observed source | 3.10% | 4 | 129 | 8 |
| #49 of 188 | punkride.compunkride.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #50 of 188 | sonusgearflow.comsonusgearflow.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #51 of 188 | soundcontroltech.comsoundcontroltech.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #52 of 188 | TechRadartechradar.com | Editorial publication | 3.10% | 4 | 129 | 8 |
| #53 of 188 | tecnologiaegadget.comtecnologiaegadget.com | Other observed source | 3.10% | 4 | 129 | 8 |
| #54 of 188 | ac3filter.netac3filter.net | Other observed source | 2.33% | 3 | 129 | 8 |
| #55 of 188 | airdogusa.comairdogusa.com | Other observed source | 2.33% | 3 | 129 | 8 |
| #56 of 188 | airpurifierranked.comairpurifierranked.com | Other observed source | 2.33% | 3 | 129 | 8 |
| #57 of 188 | cleanairtechnology.iecleanairtechnology.ie | Other observed source | 2.33% | 3 | 129 | 8 |
| #58 of 188 | Daily Peterdailypeter.com | Editorial publication | 2.33% | 3 | 129 | 8 |
| #59 of 188 | eBike Revoltebikerevolt.com | Editorial publication | 2.33% | 3 | 129 | 8 |
| #60 of 188 | getplasticproof.comgetplasticproof.com | Other observed source | 2.33% | 3 | 129 | 8 |
| #61 of 188 | homedepot.comhomedepot.com | Other observed source | 2.33% | 3 | 129 | 8 |
| #62 of 188 | homerunpet.comhomerunpet.com | Other observed source | 2.33% | 3 | 129 | 8 |
| #63 of 188 | hovsco.comhovsco.com | Other observed source | 2.33% | 3 | 129 | 8 |
| #64 of 188 | Live Sciencelivescience.com | Editorial publication | 2.33% | 3 | 129 | 8 |
| #65 of 188 | oransi.comoransi.com | Other observed source | 2.33% | 3 | 129 | 8 |
| #66 of 188 | purifierbuyersguide.compurifierbuyersguide.com | Market and company database | 2.33% | 3 | 129 | 8 |
| #67 of 188 | Techozeatechozea.com | Editorial publication | 2.33% | 3 | 129 | 8 |
| #68 of 188 | theurbangeek.comtheurbangeek.com | Other observed source | 2.33% | 3 | 129 | 8 |
| #69 of 188 | ahamverifide.orgahamverifide.org | Other observed source | 1.55% | 2 | 129 | 8 |
| #70 of 188 | airconditionerlab.comairconditionerlab.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #71 of 188 | AliExpressaliexpress.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #72 of 188 | amflowbikes.comamflowbikes.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #73 of 188 | anker.comanker.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #74 of 188 | bestiepaws.combestiepaws.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #75 of 188 | bestutahrealestate.combestutahrealestate.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #76 of 188 | buildwithrise.combuildwithrise.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #77 of 188 | Business Insiderbusinessinsider.com | Editorial publication | 1.55% | 2 | 129 | 8 |
| #78 of 188 | choice.com.auchoice.com.au | Other observed source | 1.55% | 2 | 129 | 8 |
| #79 of 188 | dhgate.comdhgate.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #80 of 188 | gearbiking.comgearbiking.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #81 of 188 | global-teck.comglobal-teck.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #82 of 188 | greenmoov.appgreenmoov.app | Other observed source | 1.55% | 2 | 129 | 8 |
| #83 of 188 | happyrunsports.comhappyrunsports.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #84 of 188 | hifisoundgear.comhifisoundgear.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #85 of 188 | ionmax.com.auionmax.com.au | Other observed source | 1.55% | 2 | 129 | 8 |
| #86 of 188 | iwantek.comiwantek.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #87 of 188 | joybuy.dejoybuy.de | Other observed source | 1.55% | 2 | 129 | 8 |
| #88 of 188 | letrigo.comletrigo.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #89 of 188 | nationalhardwaregroup.comnationalhardwaregroup.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #90 of 188 | novodix.comnovodix.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #91 of 188 | pickhvac.compickhvac.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #92 of 188 | polygonbikes.compolygonbikes.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #93 of 188 | pulserevops.compulserevops.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #94 of 188 | reviewtechdigest.comreviewtechdigest.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #95 of 188 | rpd.chrpd.ch | Other observed source | 1.55% | 2 | 129 | 8 |
| #96 of 188 | simplifyhometech.comsimplifyhometech.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #97 of 188 | sonun.comsonun.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #98 of 188 | techpickstream.comtechpickstream.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #99 of 188 | theairpurifierguide.comtheairpurifierguide.com | Other observed source | 1.55% | 2 | 129 | 8 |
| #100 of 188 | theeverythingdepot.comtheeverythingdepot.com | Other observed source | 1.55% | 2 | 129 | 8 |
Showing the first 100 rows from 188 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Physical Consumer Products / How buyers choose: 188 observed source domains in the leaderboard, measured on 129 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/how_choose. CC BY 4.0.APA
Parrott, J. (2026). Physical Consumer Products / How buyers choose 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/how_choose https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mriphysicalconsumerhowchoose,
author = {Parrott, Jaxon},
title = {Physical Consumer Products / How buyers choose 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/how_choose},
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.