Evidence floor met in this release.
Published segment leaderboard
Consumer Products: Best tools in the Machine Relations Index
This leaderboard uses only the Consumer Products / Best tools segment denominator: 280 observed answer runs across 12 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 441 | Forbesforbes.com | Editorial publication | 29.64% | 83 | 280 | 12 |
| #2 of 441 | Whowhatwear.comwhowhatwear.com | Other observed source | 16.79% | 47 | 280 | 12 |
| #3 of 441 | Redditreddit.com | Community and social platform | 16.43% | 46 | 280 | 12 |
| #4 of 441 | Allureallure.com | Editorial publication | 15.36% | 43 | 280 | 12 |
| #5 of 441 | The New York Timesnytimes.com | Editorial publication | 14.64% | 41 | 280 | 12 |
| #6 of 441 | YouTubeyoutube.com | Search or media platform | 14.29% | 40 | 280 | 12 |
| #7 of 441 | Business Insiderbusinessinsider.com | Editorial publication | 12.86% | 36 | 280 | 12 |
| #8 of 441 | Good Housekeepinggoodhousekeeping.com | Editorial publication | 12.86% | 36 | 280 | 12 |
| #9 of 441 | Healthlinehealthline.com | Editorial publication | 11.79% | 33 | 280 | 12 |
| #10 of 441 | CNETcnet.com | Editorial publication | 11.43% | 32 | 280 | 12 |
| #11 of 441 | GearLaboutdoorgearlab.com | Editorial publication | 10.71% | 30 | 280 | 12 |
| #12 of 441 | Kitchnthekitchn.com | Editorial publication | 10.00% | 28 | 280 | 12 |
| #13 of 441 | EverydayHealth.comeverydayhealth.com | Editorial publication | 8.93% | 25 | 280 | 12 |
| #14 of 441 | Mealfan.commealfan.com | Other observed source | 8.57% | 24 | 280 | 12 |
| #15 of 441 | NBC Newsnbcnews.com | Editorial publication | 8.21% | 23 | 280 | 12 |
| #16 of 441 | WIREDwired.com | Editorial publication | 8.21% | 23 | 280 | 12 |
| #17 of 441 | Ulta.comulta.com | Other observed source | 7.50% | 21 | 280 | 12 |
| #18 of 441 | Travelforbusiness.orgtravelforbusiness.org | Other observed source | 6.43% | 18 | 280 | 12 |
| #19 of 441 | CNNcnn.com | Editorial publication | 6.07% | 17 | 280 | 12 |
| #20 of 441 | Deliveryrank.comdeliveryrank.com | Other observed source | 5.71% | 16 | 280 | 12 |
| #21 of 441 | Vogue.comvogue.com | Other observed source | 5.71% | 16 | 280 | 12 |
| #22 of 441 | Target.comtarget.com | Other observed source | 5.36% | 15 | 280 | 12 |
| #23 of 441 | Amazon.comamazon.com | Other observed source | 5.00% | 14 | 280 | 12 |
| #24 of 441 | Fortunefortune.com | Editorial publication | 5.00% | 14 | 280 | 12 |
| #25 of 441 | Lowens.calowens.ca | Other observed source | 5.00% | 14 | 280 | 12 |
| #26 of 441 | NY Post (New York Post)nypost.com | Editorial publication | 5.00% | 14 | 280 | 12 |
| #27 of 441 | Reviewedreviewed.com | Editorial publication | 5.00% | 14 | 280 | 12 |
| #28 of 441 | Bon Appétitbonappetit.com | Editorial publication | 4.64% | 13 | 280 | 12 |
| #29 of 441 | Ebay.comebay.com | Other observed source | 4.29% | 12 | 280 | 12 |
| #30 of 441 | Foodnetwork.comfoodnetwork.com | Other observed source | 4.29% | 12 | 280 | 12 |
| #31 of 441 | Monos.commonos.com | Other observed source | 4.29% | 12 | 280 | 12 |
| #32 of 441 | Ubuy.maubuy.ma | Other observed source | 4.29% | 12 | 280 | 12 |
| #33 of 441 | Byrdie.combyrdie.com | Other observed source | 3.93% | 11 | 280 | 12 |
| #34 of 441 | Condé Nast Travelercntraveler.com | Editorial publication | 3.93% | 11 | 280 | 12 |
| #35 of 441 | Marie Clairemarieclaire.com | Editorial publication | 3.93% | 11 | 280 | 12 |
| #36 of 441 | Smytten.comsmytten.com | Other observed source | 3.93% | 11 | 280 | 12 |
| #37 of 441 | Ceramideclub.comceramideclub.com | Other observed source | 3.57% | 10 | 280 | 12 |
| #38 of 441 | Cerave.comcerave.com | Other observed source | 3.57% | 10 | 280 | 12 |
| #39 of 441 | Dermapproved.comdermapproved.com | Other observed source | 3.57% | 10 | 280 | 12 |
| #40 of 441 | The Independentindependent.co.uk | Editorial publication | 3.57% | 10 | 280 | 12 |
| #41 of 441 | Jasminvilhelmina.comjasminvilhelmina.com | Other observed source | 3.57% | 10 | 280 | 12 |
| #42 of 441 | Luggagecouncil.comluggagecouncil.com | Academic and government source | 3.57% | 10 | 280 | 12 |
| #43 of 441 | Media Hackermediahacker.org | Other observed source | 3.57% | 10 | 280 | 12 |
| #44 of 441 | Miamibeautyarea.commiamibeautyarea.com | Other observed source | 3.57% | 10 | 280 | 12 |
| #45 of 441 | Packhacker.compackhacker.com | Other observed source | 3.57% | 10 | 280 | 12 |
| #46 of 441 | Parade.comparade.com | Other observed source | 3.57% | 10 | 280 | 12 |
| #47 of 441 | Preventionprevention.com | Editorial publication | 3.57% | 10 | 280 | 12 |
| #48 of 441 | The Good Tradethegoodtrade.com | Editorial publication | 3.57% | 10 | 280 | 12 |
| #49 of 441 | Instyle.cominstyle.com | Other observed source | 3.21% | 9 | 280 | 12 |
| #50 of 441 | Womanandhome.comwomanandhome.com | Other observed source | 3.21% | 9 | 280 | 12 |
| #51 of 441 | Consumer Reportsconsumerreports.org | Editorial publication | 2.86% | 8 | 280 | 12 |
| #52 of 441 | Cosmopolitancosmopolitan.com | Editorial publication | 2.86% | 8 | 280 | 12 |
| #53 of 441 | Dermspecpa.comdermspecpa.com | Other observed source | 2.86% | 8 | 280 | 12 |
| #54 of 441 | Nomadsnation.comnomadsnation.com | Other observed source | 2.86% | 8 | 280 | 12 |
| #55 of 441 | New York Magazinenymag.com | Editorial publication | 2.86% | 8 | 280 | 12 |
| #56 of 441 | The Meal Kit Reviewthemealkitreview.com | Other observed source | 2.86% | 8 | 280 | 12 |
| #57 of 441 | Travelandleisure.comtravelandleisure.com | Other observed source | 2.86% | 8 | 280 | 12 |
| #58 of 441 | WWDwwd.com | Editorial publication | 2.86% | 8 | 280 | 12 |
| #59 of 441 | Yahoo Newsyahoo.com | Editorial publication | 2.86% | 8 | 280 | 12 |
| #60 of 441 | Adaytrip.comadaytrip.com | Other observed source | 2.50% | 7 | 280 | 12 |
| #61 of 441 | Deep Arrivaldeeparrival.com | Editorial publication | 2.50% | 7 | 280 | 12 |
| #62 of 441 | Greenchef.comgreenchef.com | Other observed source | 2.50% | 7 | 280 | 12 |
| #63 of 441 | Luggagepros.comluggagepros.com | Other observed source | 2.50% | 7 | 280 | 12 |
| #64 of 441 | Man of Manymanofmany.com | Editorial publication | 2.50% | 7 | 280 | 12 |
| #65 of 441 | Popsugar.compopsugar.com | Other observed source | 2.50% | 7 | 280 | 12 |
| #66 of 441 | Realsimple.comrealsimple.com | Editorial publication | 2.50% | 7 | 280 | 12 |
| #67 of 441 | Runtothefinish.comruntothefinish.com | Other observed source | 2.50% | 7 | 280 | 12 |
| #68 of 441 | Sunbasket.comsunbasket.com | Other observed source | 2.50% | 7 | 280 | 12 |
| #69 of 441 | T3t3.com | Editorial publication | 2.50% | 7 | 280 | 12 |
| #70 of 441 | Thequalityedit.comthequalityedit.com | Other observed source | 2.50% | 7 | 280 | 12 |
| #71 of 441 | Wildtallow.comwildtallow.com | Other observed source | 2.50% | 7 | 280 | 12 |
| #72 of 441 | AOL.comaol.com | Editorial publication | 2.14% | 6 | 280 | 12 |
| #73 of 441 | Bergmanluggage.combergmanluggage.com | Other observed source | 2.14% | 6 | 280 | 12 |
| #74 of 441 | The Daily Vanguarddailyvanguard.com | Editorial publication | 2.14% | 6 | 280 | 12 |
| #75 of 441 | Earnifyhub.comearnifyhub.com | Other observed source | 2.14% | 6 | 280 | 12 |
| #76 of 441 | Facebook.comfacebook.com | Community and social platform | 2.14% | 6 | 280 | 12 |
| #77 of 441 | Gq-magazine.co.ukgq-magazine.co.uk | Editorial publication | 2.14% | 6 | 280 | 12 |
| #78 of 441 | Nomatic.comnomatic.com | Other observed source | 2.14% | 6 | 280 | 12 |
| #79 of 441 | PCMagpcmag.com | Editorial publication | 2.14% | 6 | 280 | 12 |
| #80 of 441 | Shopee.phshopee.ph | Other observed source | 2.14% | 6 | 280 | 12 |
| #81 of 441 | Skincarebyalana.comskincarebyalana.com | Other observed source | 2.14% | 6 | 280 | 12 |
| #82 of 441 | Skinoptimizer.comskinoptimizer.com | Other observed source | 2.14% | 6 | 280 | 12 |
| #83 of 441 | Tarinmaletas.comtarinmaletas.com | Other observed source | 2.14% | 6 | 280 | 12 |
| #84 of 441 | Top3Reviewedtop3reviewed.com | Other observed source | 2.14% | 6 | 280 | 12 |
| #85 of 441 | Travelfreak.comtravelfreak.com | Other observed source | 2.14% | 6 | 280 | 12 |
| #86 of 441 | Wellandgood.comwellandgood.com | Other observed source | 2.14% | 6 | 280 | 12 |
| #87 of 441 | Albella.com.mxalbella.com.mx | Other observed source | 1.79% | 5 | 280 | 12 |
| #88 of 441 | Bluemercury.combluemercury.com | Other observed source | 1.79% | 5 | 280 | 12 |
| #89 of 441 | Bonjoutbeauty.combonjoutbeauty.com | Other observed source | 1.79% | 5 | 280 | 12 |
| #90 of 441 | Bonn.debonn.de | Other observed source | 1.79% | 5 | 280 | 12 |
| #91 of 441 | Cerave.cacerave.ca | Other observed source | 1.79% | 5 | 280 | 12 |
| #92 of 441 | Cerave.uacerave.ua | Other observed source | 1.79% | 5 | 280 | 12 |
| #93 of 441 | Food And Wine Españolfoodandwine.com | Editorial publication | 1.79% | 5 | 280 | 12 |
| #94 of 441 | Gjirafamall.comgjirafamall.com | Other observed source | 1.79% | 5 | 280 | 12 |
| #95 of 441 | Guiltyeats.comguiltyeats.com | Other observed source | 1.79% | 5 | 280 | 12 |
| #96 of 441 | HelloFreshhellofresh.com | Editorial publication | 1.79% | 5 | 280 | 12 |
| #97 of 441 | Needskincare.comneedskincare.com | Other observed source | 1.79% | 5 | 280 | 12 |
| #98 of 441 | News Channel 5 Nashville (WTVF)newschannel5.com | Editorial publication | 1.79% | 5 | 280 | 12 |
| #99 of 441 | People.compeople.com | Other observed source | 1.79% | 5 | 280 | 12 |
| #100 of 441 | Riverchasedermatology.comriverchasedermatology.com | Other observed source | 1.79% | 5 | 280 | 12 |
Showing the first 100 rows from 441 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Consumer Products / Best tools: 441 observed source domains in the leaderboard, measured on 280 observed runs across 12 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/consumer-products/best_x. CC BY 4.0.Parrott, J. (2026). Consumer Products / Best tools in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/consumer-products/best_x https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mriconsumerproductsbestx,
author = {Parrott, Jaxon},
title = {Consumer Products / Best tools in the Machine Relations Index},
year = {2026},
version = {mri\_score\_v2.1+2026-11-02+f9aaeca0db15},
publisher = {Machine Relations Research},
url = {https://machinerelations.ai/index/categories/consumer-products/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 2, 2026. The observation window runs May 10, 2026 to November 2, 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.