Family Software

Published segment leaderboard

Family Software: Problem-first research in the Machine Relations Index

This leaderboard uses only the Family Software / Problem-first research segment denominator: 243 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs243

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains364

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 364Healthychildren.orghealthychildren.orgOther observed source17.28%4224312
#2 of 364Childmind.orgchildmind.orgOther observed source10.70%2624312
#3 of 364Redditreddit.comCommunity and social platform9.47%2324312
#4 of 364Mayoclinic.orgmayoclinic.orgOther observed source7.82%1924312
#5 of 364YouTubeyoutube.comSearch or media platform7.82%1924312
#6 of 364Apple News (Syndication from Grit Daily)apple.comOther observed source7.41%1824312
#7 of 364Parentingmentor.comparentingmentor.comOther observed source7.41%1824312
#8 of 364TechRadartechradar.comEditorial publication7.41%1824312
#9 of 364Tom's Guidetomsguide.comEditorial publication6.17%1524312
#10 of 364Raisingchildren.net.auraisingchildren.net.auOther observed source5.76%1424312
#11 of 364Aacap.orgaacap.orgOther observed source5.35%1324312
#12 of 364Aap.orgaap.orgOther observed source4.94%1224312
#13 of 364Gethomsy.comgethomsy.comOther observed source4.94%1224312
#14 of 364Internetmatters.orginternetmatters.orgOther observed source4.94%1224312
#15 of 364Nationwidechildrens.orgnationwidechildrens.orgOther observed source4.94%1224312
#16 of 364Kidshealth.orgkidshealth.orgOther observed source4.53%1124312
#17 of 364The New York Timesnytimes.comEditorial publication4.12%1024312
#18 of 364Childrenandscreens.orgchildrenandscreens.orgOther observed source3.70%924312
#19 of 364Psychology Todaypsychologytoday.comEditorial publication3.70%924312
#20 of 364Quicken.comquicken.comOther observed source3.70%924312
#21 of 364Readthetale.comreadthetale.comOther observed source3.70%924312
#22 of 364Screenagersmovie.comscreenagersmovie.comOther observed source3.70%924312
#23 of 364Findmykids.orgfindmykids.orgOther observed source3.29%824312
#24 of 364Mediummedium.comCommunity and social platform3.29%824312
#25 of 364Microsoft.commicrosoft.comVendor-owned source3.29%824312
#26 of 364Parentingsimply.comparentingsimply.comOther observed source3.29%824312
#27 of 364Qustodio.comqustodio.comOther observed source3.29%824312
#28 of 364Remindher.appremindher.appOther observed source3.29%824312
#29 of 364Screenwiseapp.comscreenwiseapp.comOther observed source3.29%824312
#30 of 364Thecybernanny.comthecybernanny.comOther observed source3.29%824312
#31 of 364Timily.apptimily.appOther observed source3.29%824312
#32 of 364Any.doany.doOther observed source2.88%724312
#33 of 364Cozi.comcozi.comOther observed source2.88%724312
#34 of 364Drroseann.comdrroseann.comOther observed source2.88%724312
#35 of 364Hmd.comhmd.comOther observed source2.88%724312
#36 of 364Npr.orgnpr.orgOther observed source2.88%724312
#37 of 364Android Centralandroidcentral.comEditorial publication2.47%624312
#38 of 364Apolosign.comapolosign.comOther observed source2.47%624312
#39 of 364Care.comcare.comOther observed source2.47%624312
#40 of 364Healthhub.sghealthhub.sgOther observed source2.47%624312
#41 of 364Mindfulmamamentor.commindfulmamamentor.comOther observed source2.47%624312
#42 of 364Psychologistforparenting.compsychologistforparenting.comOther observed source2.47%624312
#43 of 364Realitypathing.comrealitypathing.comOther observed source2.47%624312
#44 of 364Seattleschild.comseattleschild.comOther observed source2.47%624312
#45 of 364Substack.comsubstack.comCommunity and social platform2.47%624312
#46 of 364TIMEtime.comEditorial publication2.47%624312
#47 of 364Triplep-parenting.net.autriplep-parenting.net.auOther observed source2.47%624312
#48 of 364WebMDwebmd.comEditorial publication2.47%624312
#49 of 364Chla.orgchla.orgOther observed source2.06%524312
#50 of 364iDownloadBlogidownloadblog.comEditorial publication2.06%524312
#51 of 364Impulsec.comimpulsec.comOther observed source2.06%524312
#52 of 364Mentalloadless.commentalloadless.comOther observed source2.06%524312
#53 of 364Offline.kidsoffline.kidsOther observed source2.06%524312
#54 of 364PCMagpcmag.comEditorial publication2.06%524312
#55 of 364Recurrr.comrecurrr.comOther observed source2.06%524312
#56 of 364Tapouts.comtapouts.comOther observed source2.06%524312
#57 of 364The Guardiantheguardian.comEditorial publication2.06%524312
#58 of 364Today's Parenttodaysparent.comEditorial publication2.06%524312
#59 of 364Useboomerang.comuseboomerang.comOther observed source2.06%524312
#60 of 364Australian Broadcasting Corporationabc.net.auEditorial publication1.65%424312
#61 of 364Calm.comcalm.comOther observed source1.65%424312
#62 of 364Capacitly.comcapacitly.comOther observed source1.65%424312
#63 of 364Esafety.gov.auesafety.gov.auOther observed source1.65%424312
#64 of 364Everblogeverblog.comOther observed source1.65%424312
#65 of 364Families.googlefamilies.googleOther observed source1.65%424312
#66 of 364Familywall.comfamilywall.comOther observed source1.65%424312
#67 of 364Fone.tipsfone.tipsEditorial publication1.65%424312
#68 of 364Forbesforbes.comEditorial publication1.65%424312
#69 of 364Growmaple.comgrowmaple.comOther observed source1.65%424312
#70 of 364Hp.comhp.comOther observed source1.65%424312
#71 of 364Ipsos.comipsos.comAnalyst and consulting research1.65%424312
#72 of 364Kaspersky.comkaspersky.comOther observed source1.65%424312
#73 of 364Kidscreenkidscreen.comEditorial publication1.65%424312
#74 of 364Lovevery.comlovevery.comOther observed source1.65%424312
#75 of 364Morgen.somorgen.soOther observed source1.65%424312
#76 of 364Nurture.isnurture.isOther observed source1.65%424312
#77 of 364Peacefulparenthappykids.compeacefulparenthappykids.comOther observed source1.65%424312
#78 of 364Plannie.ioplannie.ioOther observed source1.65%424312
#79 of 364Rivernorthcounseling.comrivernorthcounseling.comOther observed source1.65%424312
#80 of 364Scary Mommyscarymommy.comEditorial publication1.65%424312
#81 of 364Thescreenguardians.comthescreenguardians.comOther observed source1.65%424312
#82 of 364Wondershare.comwondershare.comOther observed source1.65%424312
#83 of 364Airdroid.comairdroid.comOther observed source1.23%324312
#84 of 364Allaboutcookies.orgallaboutcookies.orgOther observed source1.23%324312
#85 of 364Allinahealth.orgallinahealth.orgOther observed source1.23%324312
#86 of 364Americanspcc.orgamericanspcc.orgOther observed source1.23%324312
#87 of 364Asianefficiency.comasianefficiency.comOther observed source1.23%324312
#88 of 364Aura.comaura.comOther observed source1.23%324312
#89 of 364Camille Stylescamillestyles.comEditorial publication1.23%324312
#90 of 364Clickup.comclickup.comOther observed source1.23%324312
#91 of 364Cupla.appcupla.appOther observed source1.23%324312
#92 of 364Daar.com.audaar.com.auOther observed source1.23%324312
#93 of 364Driftwood4us.comdriftwood4us.comOther observed source1.23%324312
#94 of 364Entrepreneurentrepreneur.comEditorial publication1.23%324312
#95 of 364Familydock.appfamilydock.appOther observed source1.23%324312
#96 of 364Familyflow.iofamilyflow.ioOther observed source1.23%324312
#97 of 364Familytoolsapp.comfamilytoolsapp.comOther observed source1.23%324312
#98 of 364Fullweek.appfullweek.appOther observed source1.23%324312
#99 of 364Healthlinkbc.cahealthlinkbc.caOther observed source1.23%324312
#100 of 364Hopkinsmedicine.orghopkinsmedicine.orgOther observed source1.23%324312

Showing the first 100 rows from 364 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Family Software / Problem-first research: 364 observed source domains in the leaderboard, measured on 243 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/family-software/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). Family Software / 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/family-software/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrifamilysoftwareproblemfirst,
  author = {Parrott, Jaxon},
  title = {Family Software / 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/family-software/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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