Evidence floor met in this release.
Consumer ProductsStatePublished Observed runs137 Run dates7 Observed domains427
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: 137 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 | Confidence |
|---|---|---|---|---|---|---|---|
| #1 of 427 | YouTubeyoutube.com | Search or media platform | 24.82% | 34 | 137 | 7 | Unavailable |
| #2 of 427 | Redditreddit.com | Community and social platform | 23.36% | 32 | 137 | 7 | Unavailable |
| #3 of 427 | Livetinted.comlivetinted.com | Other observed source | 22.63% | 31 | 137 | 7 | Unavailable |
| #4 of 427 | Koraorganics.comkoraorganics.com | Other observed source | 12.41% | 17 | 137 | 7 | Unavailable |
| #5 of 427 | Allureallure.com | Editorial publication | 11.68% | 16 | 137 | 7 | Unavailable |
| #6 of 427 | Cerave.comcerave.com | Other observed source | 10.95% | 15 | 137 | 7 | Unavailable |
| #7 of 427 | Colorescience.comcolorescience.com | Other observed source | 9.49% | 13 | 137 | 7 | Unavailable |
| #8 of 427 | Ningcos.comningcos.com | Other observed source | 8.76% | 12 | 137 | 7 | Unavailable |
| #9 of 427 | Brightgirl.combrightgirl.com | Other observed source | 8.03% | 11 | 137 | 7 | Unavailable |
| #10 of 427 | Healthline.comhealthline.com | Other observed source | 8.03% | 11 | 137 | 7 | Unavailable |
| #11 of 427 | Sonderbeaut.comsonderbeaut.com | Other observed source | 8.03% | 11 | 137 | 7 | Unavailable |
| #12 of 427 | Webmd.comwebmd.com | Other observed source | 7.30% | 10 | 137 | 7 | Unavailable |
| #13 of 427 | Worldofasaya.comworldofasaya.com | Other observed source | 7.30% | 10 | 137 | 7 | Unavailable |
| #14 of 427 | Aoskincare.comaoskincare.com | Other observed source | 6.57% | 9 | 137 | 7 | Unavailable |
| #15 of 427 | Dermstore.comdermstore.com | Other observed source | 6.57% | 9 | 137 | 7 | Unavailable |
| #16 of 427 | Thestyleandbeautydoctor.comthestyleandbeautydoctor.com | Other observed source | 6.57% | 9 | 137 | 7 | Unavailable |
| #17 of 427 | Collectiveskincare.comcollectiveskincare.com | Other observed source | 5.84% | 8 | 137 | 7 | Unavailable |
| #18 of 427 | Instagram.cominstagram.com | Other observed source | 5.84% | 8 | 137 | 7 | Unavailable |
| #19 of 427 | Madaracosmetics.commadaracosmetics.com | Other observed source | 5.84% | 8 | 137 | 7 | Unavailable |
| #20 of 427 | Nytimes.comnytimes.com | Editorial publication | 5.84% | 8 | 137 | 7 | Unavailable |
| #21 of 427 | Alibaba.comalibaba.com | Other observed source | 5.11% | 7 | 137 | 7 | Unavailable |
| #22 of 427 | Elle (UK)elle.com | Editorial publication | 5.11% | 7 | 137 | 7 | Unavailable |
| #23 of 427 | Ewg.orgewg.org | Other observed source | 5.11% | 7 | 137 | 7 | Unavailable |
| #24 of 427 | Greenllamaclean.comgreenllamaclean.com | Other observed source | 5.11% | 7 | 137 | 7 | Unavailable |
| #25 of 427 | Nbcnews.comnbcnews.com | Editorial publication | 5.11% | 7 | 137 | 7 | Unavailable |
| #26 of 427 | Organicallybecca.comorganicallybecca.com | Other observed source | 5.11% | 7 | 137 | 7 | Unavailable |
| #27 of 427 | Thedewreport.comthedewreport.com | Editorial publication | 5.11% | 7 | 137 | 7 | Unavailable |
| #28 of 427 | Aol.comaol.com | Other observed source | 4.38% | 6 | 137 | 7 | Unavailable |
| #29 of 427 | Blume.comblume.com | Other observed source | 4.38% | 6 | 137 | 7 | Unavailable |
| #30 of 427 | Bon Appétitbonappetit.com | Editorial publication | 4.38% | 6 | 137 | 7 | Unavailable |
| #31 of 427 | Brushonblock.combrushonblock.com | Other observed source | 4.38% | 6 | 137 | 7 | Unavailable |
| #32 of 427 | Freelivingco.cofreelivingco.co | Other observed source | 4.38% | 6 | 137 | 7 | Unavailable |
| #33 of 427 | Marieclaire.commarieclaire.com | Other observed source | 4.38% | 6 | 137 | 7 | Unavailable |
| #34 of 427 | Pinupcoffeeco.compinupcoffeeco.com | Other observed source | 4.38% | 6 | 137 | 7 | Unavailable |
| #35 of 427 | Shopmamasol.comshopmamasol.com | Other observed source | 4.38% | 6 | 137 | 7 | Unavailable |
| #36 of 427 | Stilsuncare.comstilsuncare.com | Other observed source | 4.38% | 6 | 137 | 7 | Unavailable |
| #37 of 427 | Sunsolvemd.comsunsolvemd.com | Other observed source | 4.38% | 6 | 137 | 7 | Unavailable |
| #38 of 427 | The-skinedit.comthe-skinedit.com | Other observed source | 4.38% | 6 | 137 | 7 | Unavailable |
| #39 of 427 | Aad.orgaad.org | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #40 of 427 | Bareboatgear.combareboatgear.com | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #41 of 427 | Beanbox.combeanbox.com | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #42 of 427 | CNET (Profile Post Only)cnet.com | Editorial publication | 3.65% | 5 | 137 | 7 | Unavailable |
| #43 of 427 | Cornercoffeestore.comcornercoffeestore.com | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #44 of 427 | Dermapproved.comdermapproved.com | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #45 of 427 | Dinastrachanmd.comdinastrachanmd.com | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #46 of 427 | Gralon.comgralon.com | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #47 of 427 | Intothegloss.comintothegloss.com | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #48 of 427 | Justalittlecrunchy.comjustalittlecrunchy.com | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #49 of 427 | Laballey.comlaballey.com | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #50 of 427 | Trulyfree.comtrulyfree.com | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #51 of 427 | Ubuy.com.joubuy.com.jo | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #52 of 427 | Ulta.comulta.com | Other observed source | 3.65% | 5 | 137 | 7 | Unavailable |
| #53 of 427 | Woman's Worldwomansworld.com | Editorial publication | 3.65% | 5 | 137 | 7 | Unavailable |
| #54 of 427 | Bustlebustle.com | Editorial publication | 2.92% | 4 | 137 | 7 | Unavailable |
| #55 of 427 | Clevelandclinic.orgclevelandclinic.org | Academic and government source | 2.92% | 4 | 137 | 7 | Unavailable |
| #56 of 427 | Coffeexplore.comcoffeexplore.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #57 of 427 | Coppertone.comcoppertone.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #58 of 427 | Crockettcoffee.comcrockettcoffee.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #59 of 427 | Dermatica.com.mxdermatica.com.mx | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #60 of 427 | Forceofnatureclean.comforceofnatureclean.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #61 of 427 | Ftc.govftc.gov | Academic and government source | 2.92% | 4 | 137 | 7 | Unavailable |
| #62 of 427 | Goodhousekeeping.comgoodhousekeeping.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #63 of 427 | Gosupps.comgosupps.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #64 of 427 | Grind.co.ukgrind.co.uk | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #65 of 427 | Haeskn.comhaeskn.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #66 of 427 | Nontoxiclab.comnontoxiclab.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #67 of 427 | Outsidebeautyskincare.comoutsidebeautyskincare.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #68 of 427 | Proteinjug.comproteinjug.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #69 of 427 | Purelightbotanicalbeauty.compurelightbotanicalbeauty.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #70 of 427 | Rei.comrei.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #71 of 427 | Salt.bluesalt.blue | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #72 of 427 | Seattlecoffeegear.comseattlecoffeegear.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #73 of 427 | Seedoilfreecertified.comseedoilfreecertified.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #74 of 427 | Skincancer.orgskincancer.org | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #75 of 427 | Smytten.comsmytten.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #76 of 427 | Solrx.comsolrx.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #77 of 427 | Theguardian.comtheguardian.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #78 of 427 | Toxicfreechoice.comtoxicfreechoice.com | Other observed source | 2.92% | 4 | 137 | 7 | Unavailable |
| #79 of 427 | Alteregoretreat.comalteregoretreat.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #80 of 427 | Ampbeauty.comampbeauty.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #81 of 427 | Bathandunwind.combathandunwind.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #82 of 427 | Blackoutcoffee.comblackoutcoffee.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #83 of 427 | Boots.comboots.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #84 of 427 | Brewsift.combrewsift.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #85 of 427 | Bu.edubu.edu | Academic and government source | 2.19% | 3 | 137 | 7 | Unavailable |
| #86 of 427 | Distefano.com.audistefano.com.au | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #87 of 427 | Drink4good.comdrink4good.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #88 of 427 | Elelaf.comelelaf.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #89 of 427 | Esquire.comesquire.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #90 of 427 | Facebook.comfacebook.com | Community and social platform | 2.19% | 3 | 137 | 7 | Unavailable |
| #91 of 427 | Frostbloom.sefrostbloom.se | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #92 of 427 | Homecourt.cohomecourt.co | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #93 of 427 | Honestpetal.comhonestpetal.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #94 of 427 | Inews.co.ukinews.co.uk | Editorial publication | 2.19% | 3 | 137 | 7 | Unavailable |
| #95 of 427 | Instacart.cominstacart.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #96 of 427 | Jimmysjava.comjimmysjava.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #97 of 427 | Junglerelics.comjunglerelics.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #98 of 427 | Kenvue.comkenvue.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #99 of 427 | Moodylemon.commoodylemon.com | Other observed source | 2.19% | 3 | 137 | 7 | Unavailable |
| #100 of 427 | NIHnih.gov | Academic and government source | 2.19% | 3 | 137 | 7 | Unavailable |
Showing the first 100 rows from 427 observed domains.
Release and boundary
How to cite this segment
Consumer Products / How buyers choose: 427 observed source domains in the leaderboard, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/consumer-products/how_choose.
Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.
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.