Evidence floor met in this release.
Published segment leaderboard
Physical Consumer Products: Comparisons in the Machine Relations Index
This leaderboard uses only the Physical Consumer Products / Comparisons segment denominator: 96 observed answer runs across 7 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 107 | YouTube (only pages not mapped to a channel or publication)youtube.com | Search or media platform | 22.92% | 22 | 96 | 7 |
| #2 of 107 | mattressnerd.commattressnerd.com | Other observed source | 21.88% | 21 | 96 | 7 |
| #3 of 107 | madeincookware.commadeincookware.com | Other observed source | 19.79% | 19 | 96 | 7 |
| #4 of 107 | Mattress Claritymattressclarity.com | Editorial publication | 19.79% | 19 | 96 | 7 |
| #5 of 107 | casper.comcasper.com | Other observed source | 18.75% | 18 | 96 | 7 |
| #6 of 107 | purple.compurple.com | Other observed source | 17.71% | 17 | 96 | 7 |
| #7 of 107 | mattressnut.commattressnut.com | Other observed source | 14.58% | 14 | 96 | 7 |
| #8 of 107 | alva-cookware.usalva-cookware.us | Other observed source | 11.46% | 11 | 96 | 7 |
| #9 of 107 | alibaba.comalibaba.com | Other observed source | 9.38% | 9 | 96 | 7 |
| #10 of 107 | Sleep Advisorsleepadvisor.org | Editorial publication | 9.38% | 9 | 96 | 7 |
| #11 of 107 | The Rational Kitchentherationalkitchen.com | Editorial publication | 9.38% | 9 | 96 | 7 |
| #12 of 107 | Tom's Guidetomsguide.com | Editorial publication | 9.38% | 9 | 96 | 7 |
| #13 of 107 | vancassotableware.comvancassotableware.com | Other observed source | 9.38% | 9 | 96 | 7 |
| #14 of 107 | Prudent Reviewsprudentreviews.com | Other observed source | 8.33% | 8 | 96 | 7 |
| #15 of 107 | NapLabnaplab.com | Editorial publication | 7.29% | 7 | 96 | 7 |
| #16 of 107 | seriouseats.comseriouseats.com | Other observed source | 7.29% | 7 | 96 | 7 |
| #17 of 107 | sleepfoundation.orgsleepfoundation.org | Academic and government source | 7.29% | 7 | 96 | 7 |
| #18 of 107 | sleepopolis.comsleepopolis.com | Other observed source | 7.29% | 7 | 96 | 7 |
| #19 of 107 | Redditreddit.com | Community and social platform | 6.25% | 6 | 96 | 7 |
| #20 of 107 | braiseandsear.combraiseandsear.com | Other observed source | 5.21% | 5 | 96 | 7 |
| #21 of 107 | carawayhome.comcarawayhome.com | Other observed source | 5.21% | 5 | 96 | 7 |
| #22 of 107 | cupindy.comcupindy.com | Other observed source | 5.21% | 5 | 96 | 7 |
| #23 of 107 | fond.kitchenfond.kitchen | Other observed source | 5.21% | 5 | 96 | 7 |
| #24 of 107 | tuck.comtuck.com | Editorial publication | 5.21% | 5 | 96 | 7 |
| #25 of 107 | kitchenwareauthority.comkitchenwareauthority.com | Other observed source | 4.17% | 4 | 96 | 7 |
| #26 of 107 | skilletandstove.comskilletandstove.com | Other observed source | 4.17% | 4 | 96 | 7 |
| #27 of 107 | sleepsage.comsleepsage.com | Other observed source | 4.17% | 4 | 96 | 7 |
| #28 of 107 | yawnder.comyawnder.com | Other observed source | 4.17% | 4 | 96 | 7 |
| #29 of 107 | Zenda Guidezendaguide.com | Editorial publication | 4.17% | 4 | 96 | 7 |
| #30 of 107 | cookwareapex.comcookwareapex.com | Other observed source | 3.13% | 3 | 96 | 7 |
| #31 of 107 | crateandbarrel.comcrateandbarrel.com | Other observed source | 3.13% | 3 | 96 | 7 |
| #32 of 107 | greenpan.usgreenpan.us | Other observed source | 3.13% | 3 | 96 | 7 |
| #33 of 107 | House Digesthousedigest.com | Other observed source | 3.13% | 3 | 96 | 7 |
| #34 of 107 | ironpatina.comironpatina.com | Other observed source | 3.13% | 3 | 96 | 7 |
| #35 of 107 | mattressstoreslosangeles.commattressstoreslosangeles.com | Other observed source | 3.13% | 3 | 96 | 7 |
| #36 of 107 | surlatable.comsurlatable.com | Other observed source | 3.13% | 3 | 96 | 7 |
| #37 of 107 | versusthat.comversusthat.com | Other observed source | 3.13% | 3 | 96 | 7 |
| #38 of 107 | allaroundkitchens.comallaroundkitchens.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #39 of 107 | BBQ Reportbbqreport.com | Editorial publication | 2.08% | 2 | 96 | 7 |
| #40 of 107 | Bon Appétitbonappetit.com | Editorial publication | 2.08% | 2 | 96 | 7 |
| #41 of 107 | Chatelainechatelaine.com | Editorial publication | 2.08% | 2 | 96 | 7 |
| #42 of 107 | crumble.cocrumble.co | Other observed source | 2.08% | 2 | 96 | 7 |
| #43 of 107 | easycookingways.comeasycookingways.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #44 of 107 | facebook.comfacebook.com | Community and social platform | 2.08% | 2 | 96 | 7 |
| #45 of 107 | Food And Wine Españolfoodandwine.com | Editorial publication | 2.08% | 2 | 96 | 7 |
| #46 of 107 | homesteadingfamily.comhomesteadingfamily.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #47 of 107 | lancastercastiron.comlancastercastiron.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #48 of 107 | mattressinusa.commattressinusa.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #49 of 107 | organicauthority.comorganicauthority.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #50 of 107 | peggyomara.compeggyomara.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #51 of 107 | skilletguide.comskilletguide.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #52 of 107 | sleepwisepick.comsleepwisepick.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #53 of 107 | slumbervault.comslumbervault.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #54 of 107 | stripesandwillows.comstripesandwillows.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #55 of 107 | Tasting Tabletastingtable.com | Editorial publication | 2.08% | 2 | 96 | 7 |
| #56 of 107 | tastylicious.comtastylicious.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #57 of 107 | thecastironcraft.comthecastironcraft.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #58 of 107 | themattressadvisor.comthemattressadvisor.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #59 of 107 | theseasonedpan.comtheseasonedpan.com | Other observed source | 2.08% | 2 | 96 | 7 |
| #60 of 107 | Australian Broadcasting Corporationabc.net.au | Editorial publication | 1.04% | 1 | 96 | 7 |
| #61 of 107 | bednestly.combednestly.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #62 of 107 | cast-iron-cooking.comcast-iron-cooking.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #63 of 107 | culinaryhill.comculinaryhill.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #64 of 107 | designrulz.comdesignrulz.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #65 of 107 | economicalchef.comeconomicalchef.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #66 of 107 | elitesleepreviews.comelitesleepreviews.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #67 of 107 | endy.comendy.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #68 of 107 | fawcettmattress.comfawcettmattress.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #69 of 107 | findmattress.comfindmattress.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #70 of 107 | Forbesforbes.com | Editorial publication | 1.04% | 1 | 96 | 7 |
| #71 of 107 | home-ec101.comhome-ec101.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #72 of 107 | homewhisk.comhomewhisk.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #73 of 107 | keptlist.comkeptlist.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #74 of 107 | kitchenbap.comkitchenbap.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #75 of 107 | kitchenware.linkkitchenware.link | Other observed source | 1.04% | 1 | 96 | 7 |
| #76 of 107 | kitchnext.comkitchnext.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #77 of 107 | littlehouseliving.comlittlehouseliving.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #78 of 107 | lodgecastironusa.comlodgecastironusa.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #79 of 107 | marquettecastings.commarquettecastings.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #80 of 107 | mashed.commashed.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #81 of 107 | mattressdealsonline.commattressdealsonline.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #82 of 107 | mattressguidepro.commattressguidepro.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #83 of 107 | mattressstuff.commattressstuff.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #84 of 107 | misen.commisen.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #85 of 107 | moonandmagnolia.commoonandmagnolia.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #86 of 107 | mykitchenhints.commykitchenhints.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #87 of 107 | nestnthrive.comnestnthrive.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #88 of 107 | potsandpansplace.compotsandpansplace.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #89 of 107 | siaocastiron.comsiaocastiron.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #90 of 107 | simplyrecipes.comsimplyrecipes.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #91 of 107 | sleepare.comsleepare.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #92 of 107 | sleephh.comsleephh.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #93 of 107 | sleepverdict.netsleepverdict.net | Other observed source | 1.04% | 1 | 96 | 7 |
| #94 of 107 | sleepworld.comsleepworld.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #95 of 107 | thecookwarecritic.comthecookwarecritic.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #96 of 107 | Daily Mealthedailymeal.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #97 of 107 | thefreshloaf.comthefreshloaf.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #98 of 107 | theinventory.comtheinventory.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #99 of 107 | theirishmanswife.comtheirishmanswife.com | Other observed source | 1.04% | 1 | 96 | 7 |
| #100 of 107 | thekitchenexperts.netthekitchenexperts.net | Other observed source | 1.04% | 1 | 96 | 7 |
Showing the first 100 rows from 107 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Physical Consumer Products / Comparisons: 107 observed source domains in the leaderboard, measured on 96 observed runs across 7 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/x_vs_y. CC BY 4.0.Parrott, J. (2026). Physical Consumer Products / Comparisons 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/x_vs_y https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mriphysicalconsumerxvsy,
author = {Parrott, Jaxon},
title = {Physical Consumer Products / Comparisons 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/x_vs_y},
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.