Evidence floor met in this release.
Physical Consumer ProductsStatePublished Observed runs128 Run dates8 Observed domains168
Published segment leaderboard
Physical Consumer Products: Is it worth it in the Machine Relations Index
This leaderboard uses only the Physical Consumer Products / Is it worth it segment denominator: 128 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 168 | Tom's Guidetomsguide.com | Editorial publication | 19.53% | 25 | 128 | 8 |
| #2 of 168 | Good Housekeepinggoodhousekeeping.com | Editorial publication | 14.84% | 19 | 128 | 8 |
| #3 of 168 | YouTube (only pages not mapped to a channel or publication)youtube.com | Search or media platform | 12.50% | 16 | 128 | 8 |
| #4 of 168 | ecovacs.comecovacs.com | Other observed source | 11.72% | 15 | 128 | 8 |
| #5 of 168 | choice.com.auchoice.com.au | Other observed source | 10.16% | 13 | 128 | 8 |
| #6 of 168 | Mattress Claritymattressclarity.com | Editorial publication | 10.16% | 13 | 128 | 8 |
| #7 of 168 | PCMagpcmag.com | Editorial publication | 9.38% | 12 | 128 | 8 |
| #8 of 168 | Yahoo Newsyahoo.com | Editorial publication | 9.38% | 12 | 128 | 8 |
| #9 of 168 | TechRadartechradar.com | Editorial publication | 8.59% | 11 | 128 | 8 |
| #10 of 168 | dreametech.comdreametech.com | Other observed source | 7.81% | 10 | 128 | 8 |
| #11 of 168 | thekitchenpick.comthekitchenpick.com | Other observed source | 7.81% | 10 | 128 | 8 |
| #12 of 168 | CNETcnet.com | Editorial publication | 7.03% | 9 | 128 | 8 |
| #13 of 168 | livtab.comlivtab.com | Other observed source | 6.25% | 8 | 128 | 8 |
| #14 of 168 | ncoa.orgncoa.org | Academic and government source | 6.25% | 8 | 128 | 8 |
| #15 of 168 | Redditreddit.com | Community and social platform | 6.25% | 8 | 128 | 8 |
| #16 of 168 | rtings.comrtings.com | Other observed source | 6.25% | 8 | 128 | 8 |
| #17 of 168 | Vacuum Warsvacuumwars.com | Editorial publication | 6.25% | 8 | 128 | 8 |
| #18 of 168 | narwal.comnarwal.com | Other observed source | 5.47% | 7 | 128 | 8 |
| #19 of 168 | robovacguide.comrobovacguide.com | Other observed source | 5.47% | 7 | 128 | 8 |
| #20 of 168 | standdesklab.comstanddesklab.com | Other observed source | 5.47% | 7 | 128 | 8 |
| #21 of 168 | wise-desk.netwise-desk.net | Other observed source | 5.47% | 7 | 128 | 8 |
| #22 of 168 | nationalmattress.canationalmattress.ca | Other observed source | 4.69% | 6 | 128 | 8 |
| #23 of 168 | alibaba.comalibaba.com | Other observed source | 3.91% | 5 | 128 | 8 |
| #24 of 168 | eufy.comeufy.com | Other observed source | 3.91% | 5 | 128 | 8 |
| #25 of 168 | findofficefurniture.comfindofficefurniture.com | Other observed source | 3.91% | 5 | 128 | 8 |
| #26 of 168 | The New York Timesnytimes.com | Editorial publication | 3.91% | 5 | 128 | 8 |
| #27 of 168 | setupmydesk.comsetupmydesk.com | Other observed source | 3.91% | 5 | 128 | 8 |
| #28 of 168 | sleepsage.comsleepsage.com | Other observed source | 3.91% | 5 | 128 | 8 |
| #29 of 168 | cleanlyreviews.comcleanlyreviews.com | Other observed source | 3.13% | 4 | 128 | 8 |
| #30 of 168 | everydayhomecomfort.comeverydayhomecomfort.com | Other observed source | 3.13% | 4 | 128 | 8 |
| #31 of 168 | gagadget.comgagadget.com | Editorial publication | 3.13% | 4 | 128 | 8 |
| #32 of 168 | rackorapro.comrackorapro.com | Other observed source | 3.13% | 4 | 128 | 8 |
| #33 of 168 | riserandrail.comriserandrail.com | Other observed source | 3.13% | 4 | 128 | 8 |
| #34 of 168 | roboratings.comroboratings.com | Other observed source | 3.13% | 4 | 128 | 8 |
| #35 of 168 | T3t3.com | Editorial publication | 3.13% | 4 | 128 | 8 |
| #36 of 168 | TechYorkertechyorker.com | Editorial publication | 3.13% | 4 | 128 | 8 |
| #37 of 168 | The Vergetheverge.com | Editorial publication | 3.13% | 4 | 128 | 8 |
| #38 of 168 | USA Todayusatoday.com | Editorial publication | 3.13% | 4 | 128 | 8 |
| #39 of 168 | which.co.ukwhich.co.uk | Other observed source | 3.13% | 4 | 128 | 8 |
| #40 of 168 | btod.combtod.com | Other observed source | 2.34% | 3 | 128 | 8 |
| #41 of 168 | chairandcable.comchairandcable.com | Other observed source | 2.34% | 3 | 128 | 8 |
| #42 of 168 | deskdna.comdeskdna.com | Other observed source | 2.34% | 3 | 128 | 8 |
| #43 of 168 | flexispot.comflexispot.com | Other observed source | 2.34% | 3 | 128 | 8 |
| #44 of 168 | householdrobot.nethouseholdrobot.net | Other observed source | 2.34% | 3 | 128 | 8 |
| #45 of 168 | journeymanhq.comjourneymanhq.com | Other observed source | 2.34% | 3 | 128 | 8 |
| #46 of 168 | kitchprep.comkitchprep.com | Other observed source | 2.34% | 3 | 128 | 8 |
| #47 of 168 | mattressdirect.commattressdirect.com | Other observed source | 2.34% | 3 | 128 | 8 |
| #48 of 168 | mattressmiracle.camattressmiracle.ca | Other observed source | 2.34% | 3 | 128 | 8 |
| #49 of 168 | Men's Healthmenshealth.com | Editorial publication | 2.34% | 3 | 128 | 8 |
| #50 of 168 | roomreveal.coroomreveal.co | Other observed source | 2.34% | 3 | 128 | 8 |
| #51 of 168 | saatva.comsaatva.com | Other observed source | 2.34% | 3 | 128 | 8 |
| #52 of 168 | sleepfoundation.orgsleepfoundation.org | Academic and government source | 2.34% | 3 | 128 | 8 |
| #53 of 168 | sweetnight.comsweetnight.com | Other observed source | 2.34% | 3 | 128 | 8 |
| #54 of 168 | Tech Advisortechadvisor.com | Editorial publication | 2.34% | 3 | 128 | 8 |
| #55 of 168 | theconsumers.guidetheconsumers.guide | Other observed source | 2.34% | 3 | 128 | 8 |
| #56 of 168 | updesklab.comupdesklab.com | Other observed source | 2.34% | 3 | 128 | 8 |
| #57 of 168 | aeno.comaeno.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #58 of 168 | bestrobovacuums.combestrobovacuums.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #59 of 168 | bhergonomics.combhergonomics.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #60 of 168 | Business Insiderbusinessinsider.com | Editorial publication | 1.56% | 2 | 128 | 8 |
| #61 of 168 | deskanddaylight.comdeskanddaylight.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #62 of 168 | duroflexworld.comduroflexworld.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #63 of 168 | eureka.comeureka.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #64 of 168 | everbrightbedding.comeverbrightbedding.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #65 of 168 | Forbesforbes.com | Editorial publication | 1.56% | 2 | 128 | 8 |
| #66 of 168 | getdeskfield.comgetdeskfield.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #67 of 168 | homeautocentral.comhomeautocentral.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #68 of 168 | homehygia.comhomehygia.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #69 of 168 | kinja.comkinja.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #70 of 168 | mattressunderground.commattressunderground.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #71 of 168 | PC Worldpcworld.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #72 of 168 | propelrc.compropelrc.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #73 of 168 | robo2u.comrobo2u.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #74 of 168 | roboclan.airoboclan.ai | Other observed source | 1.56% | 2 | 128 | 8 |
| #75 of 168 | Smart Home Explorersmarthomeexplorer.com | Editorial publication | 1.56% | 2 | 128 | 8 |
| #76 of 168 | The Straits Timesstraitstimes.com | Editorial publication | 1.56% | 2 | 128 | 8 |
| #77 of 168 | techsifted.comtechsifted.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #78 of 168 | thedecormag.comthedecormag.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #79 of 168 | thefamilypick.comthefamilypick.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #80 of 168 | topofficechair.comtopofficechair.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #81 of 168 | us-mattress.comus-mattress.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #82 of 168 | younghouselove.comyounghouselove.com | Other observed source | 1.56% | 2 | 128 | 8 |
| #83 of 168 | 3itech.com3itech.com | Other observed source | 0.78% | 1 | 128 | 8 |
| #84 of 168 | aokefurniture.comaokefurniture.com | Other observed source | 0.78% | 1 | 128 | 8 |
| #85 of 168 | autohomebots.comautohomebots.com | Other observed source | 0.78% | 1 | 128 | 8 |
| #86 of 168 | autonomous.aiautonomous.ai | Other observed source | 0.78% | 1 | 128 | 8 |
| #87 of 168 | bannermattressonline.combannermattressonline.com | Market and company database | 0.78% | 1 | 128 | 8 |
| #88 of 168 | bedinabox.combedinabox.com | Other observed source | 0.78% | 1 | 128 | 8 |
| #89 of 168 | bestbuy.combestbuy.com | Other observed source | 0.78% | 1 | 128 | 8 |
| #90 of 168 | bestiepaws.combestiepaws.com | Other observed source | 0.78% | 1 | 128 | 8 |
| #91 of 168 | botvaclab.combotvaclab.com | Other observed source | 0.78% | 1 | 128 | 8 |
| #92 of 168 | braindetox.krbraindetox.kr | Other observed source | 0.78% | 1 | 128 | 8 |
| #93 of 168 | byteplaza.cobyteplaza.co | Other observed source | 0.78% | 1 | 128 | 8 |
| #94 of 168 | cgaa.orgcgaa.org | Other observed source | 0.78% | 1 | 128 | 8 |
| #95 of 168 | chagdud.orgchagdud.org | Other observed source | 0.78% | 1 | 128 | 8 |
| #96 of 168 | chairandposture.co.ukchairandposture.co.uk | Other observed source | 0.78% | 1 | 128 | 8 |
| #97 of 168 | CNNcnn.com | Editorial publication | 0.78% | 1 | 128 | 8 |
| #98 of 168 | compare-usa.comcompare-usa.com | Other observed source | 0.78% | 1 | 128 | 8 |
| #99 of 168 | comtuodesk.comcomtuodesk.com | Other observed source | 0.78% | 1 | 128 | 8 |
| #100 of 168 | cupindy.comcupindy.com | Other observed source | 0.78% | 1 | 128 | 8 |
Showing the first 100 rows from 168 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Physical Consumer Products / Is it worth it: 168 observed source domains in the leaderboard, measured on 128 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/is_x_worth. CC BY 4.0.APA
Parrott, J. (2026). Physical Consumer Products / Is it worth it 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/is_x_worth https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mriphysicalconsumerisxworth,
author = {Parrott, Jaxon},
title = {Physical Consumer Products / Is it worth it 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/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 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.