Family Software

Published segment leaderboard

Family Software: How buyers choose in the Machine Relations Index

This leaderboard uses only the Family Software / How buyers choose segment denominator: 226 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs226

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains284

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 284Apple News (Syndication from Grit Daily)apple.comOther observed source16.37%3722612
#2 of 284Allaboutcookies.orgallaboutcookies.orgOther observed source15.49%3522612
#3 of 284Canopy.uscanopy.usOther observed source14.16%3222612
#4 of 284TechRadartechradar.comEditorial publication11.50%2622612
#5 of 284The New York Timesnytimes.comEditorial publication10.62%2422612
#6 of 284Safewise.comsafewise.comOther observed source10.62%2422612
#7 of 284Redditreddit.comCommunity and social platform10.18%2322612
#8 of 284Security.orgsecurity.orgOther observed source10.18%2322612
#9 of 284Impulsec.comimpulsec.comOther observed source8.85%2022612
#10 of 284PCMagpcmag.comEditorial publication8.85%2022612
#11 of 284Useboomerang.comuseboomerang.comOther observed source8.41%1922612
#12 of 284Psu.edupsu.eduAcademic and government source7.96%1822612
#13 of 284Tom's Guidetomsguide.comEditorial publication7.52%1722612
#14 of 284Common Sense Mediacommonsensemedia.orgEditorial publication7.08%1622612
#15 of 284Edpsy.org.ukedpsy.org.ukOther observed source7.08%1622612
#16 of 284Newamerica.orgnewamerica.orgOther observed source6.64%1522612
#17 of 284Sas-home.techsas-home.techOther observed source6.19%1422612
#18 of 284The Conversationtheconversation.comEditorial publication6.19%1422612
#19 of 284BGRbgr.comEditorial publication5.75%1322612
#20 of 284Cybernewscybernews.comEditorial publication5.75%1322612
#21 of 284Forbesforbes.comEditorial publication5.75%1322612
#22 of 284NIHnih.govAcademic and government source5.75%1322612
#23 of 284Safechildguide.comsafechildguide.comOther observed source5.75%1322612
#24 of 284Timbercreekped.comtimbercreekped.comOther observed source5.75%1322612
#25 of 284Abcmouse.comabcmouse.comOther observed source5.31%1222612
#26 of 284Techlockdown.comtechlockdown.comOther observed source5.31%1222612
#27 of 284Thehightechsociety.comthehightechsociety.comVendor-owned source5.31%1222612
#28 of 284Fairplayforkids.orgfairplayforkids.orgOther observed source4.87%1122612
#29 of 284Modemguides.commodemguides.comOther observed source4.87%1122612
#30 of 284Daddy Magazinedaddymagazine.co.ukEditorial publication4.42%1022612
#31 of 284Edubert.comedubert.comOther observed source4.42%1022612
#32 of 284Hoverwatch.comhoverwatch.comOther observed source4.42%1022612
#33 of 284Jelliesapp.comjelliesapp.comOther observed source4.42%1022612
#34 of 284Microsoft.commicrosoft.comVendor-owned source4.42%1022612
#35 of 284Cleanbrowsing.orgcleanbrowsing.orgOther observed source3.98%922612
#36 of 284Dongknows.comdongknows.comOther observed source3.98%922612
#37 of 284Edutopia.orgedutopia.orgOther observed source3.98%922612
#38 of 284Norton.comnorton.comOther observed source3.98%922612
#39 of 284Screenwiseapp.comscreenwiseapp.comOther observed source3.98%922612
#40 of 284Teaching-your-kids.comteaching-your-kids.comOther observed source3.98%922612
#41 of 284Verizon.comverizon.comOther observed source3.98%922612
#42 of 284Whispieapp.comwhispieapp.comOther observed source3.98%922612
#43 of 284Wonjo.kidswonjo.kidsOther observed source3.98%922612
#44 of 284Broadbandswitch.ukbroadbandswitch.ukOther observed source3.54%822612
#45 of 284Internetproviders.aiinternetproviders.aiOther observed source3.54%822612
#46 of 284Lumigamelab.comlumigamelab.comOther observed source3.54%822612
#47 of 284Openrightsgroup.orgopenrightsgroup.orgOther observed source3.54%822612
#48 of 284Refog.comrefog.comOther observed source3.54%822612
#49 of 284Speedtesthq.comspeedtesthq.comOther observed source3.54%822612
#50 of 284Daar.com.audaar.com.auOther observed source3.10%722612
#51 of 284Editorialge.comeditorialge.comVendor-owned source3.10%722612
#52 of 284Nordvpn.comnordvpn.comOther observed source3.10%722612
#53 of 284Pageclean.compageclean.comOther observed source3.10%722612
#54 of 284Perkssmartsolutions.comperkssmartsolutions.comOther observed source3.10%722612
#55 of 284Quartzqz.comOther observed source3.10%722612
#56 of 284Rnz.co.nzrnz.co.nzOther observed source3.10%722612
#57 of 284Safetydetectives.comsafetydetectives.comOther observed source3.10%722612
#58 of 284Alpakids.comalpakids.comOther observed source2.65%622612
#59 of 284Blueapprentice.comblueapprentice.comOther observed source2.65%622612
#60 of 284Familytime.iofamilytime.ioOther observed source2.65%622612
#61 of 284Flashnetworks.comflashnetworks.comOther observed source2.65%622612
#62 of 284Gardion.iogardion.ioOther observed source2.65%622612
#63 of 284Mwm.aimwm.aiOther observed source2.65%622612
#64 of 284Nohub.appnohub.appOther observed source2.65%622612
#65 of 284Psychology Todaypsychologytoday.comEditorial publication2.65%622612
#66 of 284Safekidsphone.comsafekidsphone.comOther observed source2.65%622612
#67 of 284Safenestfamily.comsafenestfamily.comOther observed source2.65%622612
#68 of 284Tech Timestechtimes.comEditorial publication2.65%622612
#69 of 284YouTubeyoutube.comSearch or media platform2.65%622612
#70 of 284Airdroid.comairdroid.comOther observed source2.21%522612
#71 of 284Allconnect.comallconnect.comOther observed source2.21%522612
#72 of 284Bellatorcyber.combellatorcyber.comOther observed source2.21%522612
#73 of 284Defenras.comdefenras.comOther observed source2.21%522612
#74 of 284HuffPosthuffpost.comEditorial publication2.21%522612
#75 of 284Korearirang.comkorearirang.comOther observed source2.21%522612
#76 of 284Ourpact.comourpact.comOther observed source2.21%522612
#77 of 284Psychologicalscience.orgpsychologicalscience.orgAcademic and government source2.21%522612
#78 of 284Tp-link.comtp-link.comOther observed source2.21%522612
#79 of 284Wondershare.comwondershare.comOther observed source2.21%522612
#80 of 284App-blox.comapp-blox.comOther observed source1.77%422612
#81 of 284Aura.comaura.comOther observed source1.77%422612
#82 of 284Cacheguard.comcacheguard.comOther observed source1.77%422612
#83 of 284Fairfieldschools.orgfairfieldschools.orgOther observed source1.77%422612
#84 of 284Familyatlas.iofamilyatlas.ioOther observed source1.77%422612
#85 of 284Highspeedinternet.comhighspeedinternet.comOther observed source1.77%422612
#86 of 284Ifip.orgifip.orgOther observed source1.77%422612
#87 of 284Kidgy.comkidgy.comOther observed source1.77%422612
#88 of 284Kidsfunlab.netkidsfunlab.netOther observed source1.77%422612
#89 of 284Mashablemashable.comEditorial publication1.77%422612
#90 of 284Meetcircle.commeetcircle.comOther observed source1.77%422612
#91 of 284Mobicip.commobicip.comOther observed source1.77%422612
#92 of 284Palmgear.compalmgear.comOther observed source1.77%422612
#93 of 284Parental-control.netparental-control.netOther observed source1.77%422612
#94 of 284Parentaler.comparentaler.comOther observed source1.77%422612
#95 of 284Qustodio.comqustodio.comOther observed source1.77%422612
#96 of 284Safeneat.comsafeneat.comOther observed source1.77%422612
#97 of 284Stem-buddies.comstem-buddies.comOther observed source1.77%422612
#98 of 284wiredhauswiredhaus.comOther observed source1.77%422612
#99 of 284Additudemag.comadditudemag.comOther observed source1.33%322612
#100 of 284Childrenandscreens.orgchildrenandscreens.orgOther observed source1.33%322612

Showing the first 100 rows from 284 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Family Software / How buyers choose: 284 observed source domains in the leaderboard, measured on 226 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/how_choose. CC BY 4.0.
APA
Parrott, J. (2026). Family Software / How buyers choose 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/how_choose https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrifamilysoftwarehowchoose,
  author = {Parrott, Jaxon},
  title = {Family Software / How buyers choose 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/how_choose},
  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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