Consumer Products

Published segment leaderboard

Consumer Products: Problem-first research in the Machine Relations Index

This leaderboard uses only the Consumer Products / Problem-first research segment denominator: 279 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs279

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains347

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.

RankSourceSource roleCitation rateCited runsObserved runsRun dates
#1 of 347Dialavet.comdialavet.comOther observed source14.34%4027912
#2 of 347Redditreddit.comCommunity and social platform13.98%3927912
#3 of 347YouTubeyoutube.comSearch or media platform13.26%3727912
#4 of 347Petco.competco.comOther observed source10.75%3027912
#5 of 347Petmd.competmd.comOther observed source10.04%2827912
#6 of 347Dogster.comdogster.comOther observed source9.68%2727912
#7 of 347Nopickydog.comnopickydog.comOther observed source9.68%2727912
#8 of 347Akc.orgakc.orgOther observed source9.32%2627912
#9 of 347WebMDwebmd.comEditorial publication9.32%2627912
#10 of 347Royalkennelclub.comroyalkennelclub.comOther observed source8.96%2527912
#11 of 347Epa.govepa.govAcademic and government source8.60%2427912
#12 of 347Gov.walesgov.walesAcademic and government source8.60%2427912
#13 of 347Houndsy.comhoundsy.comOther observed source8.24%2327912
#14 of 347Cesar.comcesar.comOther observed source7.17%2027912
#15 of 347Vcahospitals.comvcahospitals.comOther observed source7.17%2027912
#16 of 347Gumtree.comgumtree.comOther observed source6.81%1927912
#17 of 347Petful.competful.comOther observed source6.09%1727912
#18 of 347Riverwoodpetfood.comriverwoodpetfood.comOther observed source5.73%1627912
#19 of 347Foodprint.orgfoodprint.orgOther observed source5.02%1427912
#20 of 347Vic.gov.auvic.gov.auAcademic and government source5.02%1427912
#21 of 347Canidae.comcanidae.comOther observed source4.66%1327912
#22 of 347Uahpet.comuahpet.comOther observed source4.66%1327912
#23 of 347Facebook.comfacebook.comCommunity and social platform4.30%1227912
#24 of 347Goodrx.comgoodrx.comOther observed source4.30%1227912
#25 of 347Thetrainingofdogs.comthetrainingofdogs.comOther observed source4.30%1227912
#26 of 347Thedodo.comthedodo.comOther observed source3.94%1127912
#27 of 347Vetstreet.comvetstreet.comOther observed source3.58%1027912
#28 of 347Justanswer.comjustanswer.comOther observed source3.23%927912
#29 of 347Mediummedium.comCommunity and social platform3.23%927912
#30 of 347Purina.compurina.comOther observed source3.23%927912
#31 of 347Whole Dog Journalwhole-dog-journal.comEditorial publication3.23%927912
#32 of 347Bornforpets.combornforpets.comOther observed source2.87%827912
#33 of 347Cherrycreekvet.comcherrycreekvet.comOther observed source2.87%827912
#34 of 347Chewy.comchewy.comOther observed source2.87%827912
#35 of 347Pdsa.org.ukpdsa.org.ukOther observed source2.87%827912
#36 of 347Smalldoorvet.comsmalldoorvet.comOther observed source2.87%827912
#37 of 347Thedogslist.comthedogslist.comOther observed source2.87%827912
#38 of 347Businesswaste.co.ukbusinesswaste.co.ukOther observed source2.51%727912
#39 of 347Iams.comiams.comOther observed source2.51%727912
#40 of 347Nrdc.orgnrdc.orgOther observed source2.51%727912
#41 of 347Quora.comquora.comCommunity and social platform2.51%727912
#42 of 347Stackexchange.comstackexchange.comCommunity and social platform2.51%727912
#43 of 347Arvadavethospital.comarvadavethospital.comOther observed source2.15%627912
#44 of 347Dogmicrobiomelab.comdogmicrobiomelab.comOther observed source2.15%627912
#45 of 347Enviroliteracy.orgenviroliteracy.orgAcademic and government source2.15%627912
#46 of 347Marpan.commarpan.comOther observed source2.15%627912
#47 of 347Ncsu.eduncsu.eduAcademic and government source2.15%627912
#48 of 347Newminimalism.comnewminimalism.comOther observed source2.15%627912
#49 of 347NIHnih.govAcademic and government source2.15%627912
#50 of 347Spah.laspah.laOther observed source2.15%627912
#51 of 347Utenvironment.orgutenvironment.orgOther observed source2.15%627912
#52 of 347Yuthwellness.comyuthwellness.comEditorial publication2.15%627912
#53 of 347Bbcgoodfood.combbcgoodfood.comOther observed source1.79%527912
#54 of 347Iere.orgiere.orgOther observed source1.79%527912
#55 of 347Meowguides.commeowguides.comOther observed source1.79%527912
#56 of 347Merck-animal-health-usa.commerck-animal-health-usa.comOther observed source1.79%527912
#57 of 347Vetexplainspets.comvetexplainspets.comOther observed source1.79%527912
#58 of 347Aspca.orgaspca.orgOther observed source1.43%427912
#59 of 347Ecocycle.orgecocycle.orgOther observed source1.43%427912
#60 of 347Ewasa.orgewasa.orgOther observed source1.43%427912
#61 of 347Good Housekeepinggoodhousekeeping.comEditorial publication1.43%427912
#62 of 347Hepper.comhepper.comOther observed source1.43%427912
#63 of 347Honestlymodern.comhonestlymodern.comOther observed source1.43%427912
#64 of 347Howimetmydog.comhowimetmydog.comOther observed source1.43%427912
#65 of 347Indiatimesindiatimes.comEditorial publication1.43%427912
#66 of 347Inlineplastics.cominlineplastics.comOther observed source1.43%427912
#67 of 347Medvet.commedvet.comOther observed source1.43%427912
#68 of 347Myeverleaf.commyeverleaf.comOther observed source1.43%427912
#69 of 347Pa.govpa.govAcademic and government source1.43%427912
#70 of 347Seriouseats.comseriouseats.comOther observed source1.43%427912
#71 of 347Unterhunds.deunterhunds.deOther observed source1.43%427912
#72 of 347Veg.comveg.comOther observed source1.43%427912
#73 of 347Wa.gov.auwa.gov.auAcademic and government source1.43%427912
#74 of 347Alibaba.comalibaba.comOther observed source1.08%327912
#75 of 347Bellenpaws.combellenpaws.comOther observed source1.08%327912
#76 of 347Cambridgefoodbank.orgcambridgefoodbank.orgOther observed source1.08%327912
#77 of 347Canada.cacanada.caAcademic and government source1.08%327912
#78 of 347Canine Journalcaninejournal.comEditorial publication1.08%327912
#79 of 347Culinaryartsswitzerland.comculinaryartsswitzerland.comOther observed source1.08%327912
#80 of 347Ecofriend.orgecofriend.orgOther observed source1.08%327912
#81 of 347Farmersalmanac.comfarmersalmanac.comOther observed source1.08%327912
#82 of 347Hennepin.ushennepin.usOther observed source1.08%327912
#83 of 347Homesandgardens.comhomesandgardens.comOther observed source1.08%327912
#84 of 347Kevidko.comkevidko.comOther observed source1.08%327912
#85 of 347Lambeth.gov.uklambeth.gov.ukAcademic and government source1.08%327912
#86 of 347Leanpath.comleanpath.comOther observed source1.08%327912
#87 of 347Missionvet.commissionvet.comOther observed source1.08%327912
#88 of 347Netzeroaction.orgnetzeroaction.orgOther observed source1.08%327912
#89 of 347Nightwatchanimalemergency.comnightwatchanimalemergency.comOther observed source1.08%327912
#90 of 347Nomnomnow.comnomnomnow.comOther observed source1.08%327912
#91 of 347Note.comnote.comOther observed source1.08%327912
#92 of 347Nsw.gov.aunsw.gov.auAcademic and government source1.08%327912
#93 of 347Osu.eduosu.eduAcademic and government source1.08%327912
#94 of 347Petplace.competplace.comOther observed source1.08%327912
#95 of 347Psynavigator.rupsynavigator.ruOther observed source1.08%327912
#96 of 347Rexvet.orgrexvet.orgOther observed source1.08%327912
#97 of 347Stellaandchewys.comstellaandchewys.comOther observed source1.08%327912
#98 of 347The Environmental Blogtheenvironmentalblog.orgOther observed source1.08%327912
#99 of 347Thegoodguysatearthwise.comthegoodguysatearthwise.comOther observed source1.08%327912
#100 of 347Wrap.ngowrap.ngoOther observed source1.08%327912

Showing the first 100 rows from 347 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Consumer Products / Problem-first research: 347 observed source domains in the leaderboard, measured on 279 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/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). Consumer Products / Problem-first research 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/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriconsumerproductsproblemfirst,
  author = {Parrott, Jaxon},
  title = {Consumer Products / Problem-first research 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/problem_first},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

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.

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