Evidence floor met in this release.
Consumer ProductsStatePublished Observed runs225 Run dates10 Observed domains584
Published segment leaderboard
Consumer Products: How buyers choose in the Machine Relations Index
This leaderboard uses only the Consumer Products / How buyers choose segment denominator: 225 observed answer runs across 10 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 584 | Livetinted.comlivetinted.com | Other observed source | 20.00% | 45 | 225 | 10 |
| #2 of 584 | YouTubeyoutube.com | Search or media platform | 16.89% | 38 | 225 | 10 |
| #3 of 584 | Redditreddit.com | Community and social platform | 15.56% | 35 | 225 | 10 |
| #4 of 584 | Koraorganics.comkoraorganics.com | Other observed source | 11.11% | 25 | 225 | 10 |
| #5 of 584 | Allureallure.com | Editorial publication | 9.78% | 22 | 225 | 10 |
| #6 of 584 | Cerave.comcerave.com | Other observed source | 8.89% | 20 | 225 | 10 |
| #7 of 584 | Colorescience.comcolorescience.com | Other observed source | 8.00% | 18 | 225 | 10 |
| #8 of 584 | The New York Timesnytimes.com | Editorial publication | 7.56% | 17 | 225 | 10 |
| #9 of 584 | Healthlinehealthline.com | Editorial publication | 6.67% | 15 | 225 | 10 |
| #10 of 584 | Brightgirl.combrightgirl.com | Other observed source | 6.22% | 14 | 225 | 10 |
| #11 of 584 | WebMDwebmd.com | Editorial publication | 6.22% | 14 | 225 | 10 |
| #12 of 584 | NBC Newsnbcnews.com | Editorial publication | 5.78% | 13 | 225 | 10 |
| #13 of 584 | Ningcos.comningcos.com | Other observed source | 5.78% | 13 | 225 | 10 |
| #14 of 584 | Ulta.comulta.com | Other observed source | 5.78% | 13 | 225 | 10 |
| #15 of 584 | CNETcnet.com | Editorial publication | 5.33% | 12 | 225 | 10 |
| #16 of 584 | Marieclaire.commarieclaire.com | Other observed source | 5.33% | 12 | 225 | 10 |
| #17 of 584 | Alibaba.comalibaba.com | Other observed source | 4.89% | 11 | 225 | 10 |
| #18 of 584 | Elleelle.com | Editorial publication | 4.89% | 11 | 225 | 10 |
| #19 of 584 | Nontoxiclab.comnontoxiclab.com | Other observed source | 4.89% | 11 | 225 | 10 |
| #20 of 584 | Sonderbeaut.comsonderbeaut.com | Other observed source | 4.89% | 11 | 225 | 10 |
| #21 of 584 | Stilsuncare.comstilsuncare.com | Other observed source | 4.89% | 11 | 225 | 10 |
| #22 of 584 | Aoskincare.comaoskincare.com | Other observed source | 4.44% | 10 | 225 | 10 |
| #23 of 584 | Bon Appétitbonappetit.com | Editorial publication | 4.44% | 10 | 225 | 10 |
| #24 of 584 | Dermstore.comdermstore.com | Other observed source | 4.44% | 10 | 225 | 10 |
| #25 of 584 | Instagram.cominstagram.com | Other observed source | 4.44% | 10 | 225 | 10 |
| #26 of 584 | The Dew Reportthedewreport.com | Editorial publication | 4.44% | 10 | 225 | 10 |
| #27 of 584 | Woman's Worldwomansworld.com | Editorial publication | 4.44% | 10 | 225 | 10 |
| #28 of 584 | Worldofasaya.comworldofasaya.com | Other observed source | 4.44% | 10 | 225 | 10 |
| #29 of 584 | Madaracosmetics.commadaracosmetics.com | Other observed source | 4.00% | 9 | 225 | 10 |
| #30 of 584 | Thestyleandbeautydoctor.comthestyleandbeautydoctor.com | Other observed source | 4.00% | 9 | 225 | 10 |
| #31 of 584 | Aad.orgaad.org | Other observed source | 3.56% | 8 | 225 | 10 |
| #32 of 584 | Beanbox.combeanbox.com | Other observed source | 3.56% | 8 | 225 | 10 |
| #33 of 584 | CNNcnn.com | Other observed source | 3.56% | 8 | 225 | 10 |
| #34 of 584 | Collectiveskincare.comcollectiveskincare.com | Other observed source | 3.56% | 8 | 225 | 10 |
| #35 of 584 | Dermapproved.comdermapproved.com | Other observed source | 3.56% | 8 | 225 | 10 |
| #36 of 584 | Ewg.orgewg.org | Other observed source | 3.56% | 8 | 225 | 10 |
| #37 of 584 | Good Housekeepinggoodhousekeeping.com | Editorial publication | 3.56% | 8 | 225 | 10 |
| #38 of 584 | Hopkinsmedicine.orghopkinsmedicine.org | Other observed source | 3.56% | 8 | 225 | 10 |
| #39 of 584 | Seattlecoffeegear.comseattlecoffeegear.com | Other observed source | 3.56% | 8 | 225 | 10 |
| #40 of 584 | The-skinedit.comthe-skinedit.com | Other observed source | 3.56% | 8 | 225 | 10 |
| #41 of 584 | AOL.comaol.com | Editorial publication | 3.11% | 7 | 225 | 10 |
| #42 of 584 | Bareboatgear.combareboatgear.com | Other observed source | 3.11% | 7 | 225 | 10 |
| #43 of 584 | Blackoutcoffee.comblackoutcoffee.com | Other observed source | 3.11% | 7 | 225 | 10 |
| #44 of 584 | Blume.comblume.com | Other observed source | 3.11% | 7 | 225 | 10 |
| #45 of 584 | Brushonblock.combrushonblock.com | Other observed source | 3.11% | 7 | 225 | 10 |
| #46 of 584 | Coffeexplore.comcoffeexplore.com | Other observed source | 3.11% | 7 | 225 | 10 |
| #47 of 584 | Coppertone.comcoppertone.com | Other observed source | 3.11% | 7 | 225 | 10 |
| #48 of 584 | Esquireesquire.com | Editorial publication | 3.11% | 7 | 225 | 10 |
| #49 of 584 | Greenllamaclean.comgreenllamaclean.com | Other observed source | 3.11% | 7 | 225 | 10 |
| #50 of 584 | Organicallybecca.comorganicallybecca.com | Other observed source | 3.11% | 7 | 225 | 10 |
| #51 of 584 | Salt.bluesalt.blue | Other observed source | 3.11% | 7 | 225 | 10 |
| #52 of 584 | Shopmamasol.comshopmamasol.com | Other observed source | 3.11% | 7 | 225 | 10 |
| #53 of 584 | Toxicfreechoice.comtoxicfreechoice.com | Other observed source | 3.11% | 7 | 225 | 10 |
| #54 of 584 | Crockettcoffee.comcrockettcoffee.com | Other observed source | 2.67% | 6 | 225 | 10 |
| #55 of 584 | Dinastrachanmd.comdinastrachanmd.com | Other observed source | 2.67% | 6 | 225 | 10 |
| #56 of 584 | Freelivingco.cofreelivingco.co | Other observed source | 2.67% | 6 | 225 | 10 |
| #57 of 584 | Ftc.govftc.gov | Academic and government source | 2.67% | 6 | 225 | 10 |
| #58 of 584 | Gralon.comgralon.com | Other observed source | 2.67% | 6 | 225 | 10 |
| #59 of 584 | Grind.co.ukgrind.co.uk | Other observed source | 2.67% | 6 | 225 | 10 |
| #60 of 584 | Jimmysjava.comjimmysjava.com | Other observed source | 2.67% | 6 | 225 | 10 |
| #61 of 584 | Outsidebeautyskincare.comoutsidebeautyskincare.com | Other observed source | 2.67% | 6 | 225 | 10 |
| #62 of 584 | Pinupcoffeeco.compinupcoffeeco.com | Other observed source | 2.67% | 6 | 225 | 10 |
| #63 of 584 | Reviewedreviewed.com | Editorial publication | 2.67% | 6 | 225 | 10 |
| #64 of 584 | Skincancer.orgskincancer.org | Academic and government source | 2.67% | 6 | 225 | 10 |
| #65 of 584 | Sunsolvemd.comsunsolvemd.com | Other observed source | 2.67% | 6 | 225 | 10 |
| #66 of 584 | Yahoo Newsyahoo.com | Editorial publication | 2.67% | 6 | 225 | 10 |
| #67 of 584 | Boots.comboots.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #68 of 584 | Bu.edubu.edu | Academic and government source | 2.22% | 5 | 225 | 10 |
| #69 of 584 | Clevelandclinic.orgclevelandclinic.org | Academic and government source | 2.22% | 5 | 225 | 10 |
| #70 of 584 | Cornercoffeestore.comcornercoffeestore.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #71 of 584 | Forceofnatureclean.comforceofnatureclean.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #72 of 584 | Gosupps.comgosupps.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #73 of 584 | Into The Glossintothegloss.com | Editorial publication | 2.22% | 5 | 225 | 10 |
| #74 of 584 | Junglerelics.comjunglerelics.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #75 of 584 | Justalittlecrunchy.comjustalittlecrunchy.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #76 of 584 | Laballey.comlaballey.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #77 of 584 | NIHnih.gov | Academic and government source | 2.22% | 5 | 225 | 10 |
| #78 of 584 | Osu.eduosu.edu | Academic and government source | 2.22% | 5 | 225 | 10 |
| #79 of 584 | Proteinjug.comproteinjug.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #80 of 584 | Puracy.compuracy.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #81 of 584 | Purelightbotanicalbeauty.compurelightbotanicalbeauty.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #82 of 584 | Red Onlineredonline.co.uk | Editorial publication | 2.22% | 5 | 225 | 10 |
| #83 of 584 | Seedoilfreecertified.comseedoilfreecertified.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #84 of 584 | Skinredients.comskinredients.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #85 of 584 | Solrx.comsolrx.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #86 of 584 | Summerfridays.comsummerfridays.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #87 of 584 | The Guardiantheguardian.com | Editorial publication | 2.22% | 5 | 225 | 10 |
| #88 of 584 | Trulyfree.comtrulyfree.com | Other observed source | 2.22% | 5 | 225 | 10 |
| #89 of 584 | Ubuy.com.joubuy.com.jo | Other observed source | 2.22% | 5 | 225 | 10 |
| #90 of 584 | U.S. News & World Reportusnews.com | Editorial publication | 2.22% | 5 | 225 | 10 |
| #91 of 584 | Vitamin Retailer Magazinevitaminretailer.com | Editorial publication | 2.22% | 5 | 225 | 10 |
| #92 of 584 | Babor.combabor.com | Other observed source | 1.78% | 4 | 225 | 10 |
| #93 of 584 | Brewsift.combrewsift.com | Other observed source | 1.78% | 4 | 225 | 10 |
| #94 of 584 | Bustlebustle.com | Editorial publication | 1.78% | 4 | 225 | 10 |
| #95 of 584 | Colipsecoffee.comcolipsecoffee.com | Other observed source | 1.78% | 4 | 225 | 10 |
| #96 of 584 | Cosmopolitancosmopolitan.com | Editorial publication | 1.78% | 4 | 225 | 10 |
| #97 of 584 | Dermatica.com.mxdermatica.com.mx | Other observed source | 1.78% | 4 | 225 | 10 |
| #98 of 584 | Ecolosophy.comecolosophy.com | Other observed source | 1.78% | 4 | 225 | 10 |
| #99 of 584 | Elelaf.comelelaf.com | Other observed source | 1.78% | 4 | 225 | 10 |
| #100 of 584 | Fiercenature.co.ukfiercenature.co.uk | Other observed source | 1.78% | 4 | 225 | 10 |
Showing the first 100 rows from 584 observed domains.
Release and boundary
How to cite this segment
Consumer Products / How buyers choose: 584 observed source domains in the leaderboard, measured on 225 observed runs across 10 distinct run dates, drawn from the 2026-05-10 to 2026-10-16 release window, mri_score_v2.1, mri_score_v2.1+2026-10-16+676547a595a3, https://machinerelations.ai/index/categories/consumer-products/how_choose.
Release mri_score_v2.1+2026-10-16+676547a595a3; methodology mri_score_v2.1; generated 2026-10-16; window 2026-05-10 to 2026-10-16; artifact 676547a595a3.
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.