Evidence floor met in this release.
Family SoftwareStatePublished Observed runs104 Run dates7 Observed domains153
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: 104 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 153 | Apple Newsapple.com | Editorial publication | 17.31% | 18 | 104 | 7 | Unavailable |
| #2 of 153 | Redditreddit.com | Community and social platform | 17.31% | 18 | 104 | 7 | Unavailable |
| #3 of 153 | Allaboutcookies.orgallaboutcookies.org | Other observed source | 16.35% | 17 | 104 | 7 | Unavailable |
| #4 of 153 | Canopy.uscanopy.us | Other observed source | 16.35% | 17 | 104 | 7 | Unavailable |
| #5 of 153 | TechRadartechradar.com | Editorial publication | 12.50% | 13 | 104 | 7 | Unavailable |
| #6 of 153 | Safewise.comsafewise.com | Other observed source | 9.62% | 10 | 104 | 7 | Unavailable |
| #7 of 153 | Security.orgsecurity.org | Other observed source | 9.62% | 10 | 104 | 7 | Unavailable |
| #8 of 153 | Impulsec.comimpulsec.com | Other observed source | 8.65% | 9 | 104 | 7 | Unavailable |
| #9 of 153 | Newamerica.orgnewamerica.org | Other observed source | 8.65% | 9 | 104 | 7 | Unavailable |
| #10 of 153 | PC Mag (Profile Post Only)pcmag.com | Editorial publication | 8.65% | 9 | 104 | 7 | Unavailable |
| #11 of 153 | Useboomerang.comuseboomerang.com | Other observed source | 8.65% | 9 | 104 | 7 | Unavailable |
| #12 of 153 | Abcmouse.comabcmouse.com | Other observed source | 7.69% | 8 | 104 | 7 | Unavailable |
| #13 of 153 | Edpsy.org.ukedpsy.org.uk | Other observed source | 7.69% | 8 | 104 | 7 | Unavailable |
| #14 of 153 | Hoverwatch.comhoverwatch.com | Other observed source | 7.69% | 8 | 104 | 7 | Unavailable |
| #15 of 153 | Nytimes.comnytimes.com | Editorial publication | 7.69% | 8 | 104 | 7 | Unavailable |
| #16 of 153 | Sas-home.techsas-home.tech | Other observed source | 7.69% | 8 | 104 | 7 | Unavailable |
| #17 of 153 | Timbercreekped.comtimbercreekped.com | Other observed source | 7.69% | 8 | 104 | 7 | Unavailable |
| #18 of 153 | Bgr.combgr.com | Other observed source | 6.73% | 7 | 104 | 7 | Unavailable |
| #19 of 153 | Forbesforbes.com | Editorial publication | 6.73% | 7 | 104 | 7 | Unavailable |
| #20 of 153 | NIHnih.gov | Academic and government source | 6.73% | 7 | 104 | 7 | Unavailable |
| #21 of 153 | Techlockdown.comtechlockdown.com | Other observed source | 6.73% | 7 | 104 | 7 | Unavailable |
| #22 of 153 | Broadbandswitch.ukbroadbandswitch.uk | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #23 of 153 | Daar.com.audaar.com.au | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #24 of 153 | Edubert.comedubert.com | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #25 of 153 | Edutopia.orgedutopia.org | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #26 of 153 | Flashnetworks.comflashnetworks.com | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #27 of 153 | Internetproviders.aiinternetproviders.ai | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #28 of 153 | Jelliesapp.comjelliesapp.com | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #29 of 153 | Mwm.aimwm.ai | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #30 of 153 | Openrightsgroup.orgopenrightsgroup.org | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #31 of 153 | Psu.edupsu.edu | Academic and government source | 5.77% | 6 | 104 | 7 | Unavailable |
| #32 of 153 | Safechildguide.comsafechildguide.com | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #33 of 153 | Safenestfamily.comsafenestfamily.com | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #34 of 153 | Theconversation.comtheconversation.com | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #35 of 153 | Cybernews.comcybernews.com | Editorial publication | 4.81% | 5 | 104 | 7 | Unavailable |
| #36 of 153 | Korearirang.comkorearirang.com | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #37 of 153 | Ourpact.comourpact.com | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #38 of 153 | Psychology Todaypsychologytoday.com | Editorial publication | 4.81% | 5 | 104 | 7 | Unavailable |
| #39 of 153 | Qz.comqz.com | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #40 of 153 | Safetydetectives.comsafetydetectives.com | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #41 of 153 | Screenwiseapp.comscreenwiseapp.com | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #42 of 153 | Teaching-your-kids.comteaching-your-kids.com | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #43 of 153 | Tomsguide.comtomsguide.com | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #44 of 153 | Wondershare.comwondershare.com | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #45 of 153 | Alpakids.comalpakids.com | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #46 of 153 | Bellatorcyber.combellatorcyber.com | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #47 of 153 | Cacheguard.comcacheguard.com | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #48 of 153 | Cleanbrowsing.orgcleanbrowsing.org | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #49 of 153 | Familytime.iofamilytime.io | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #50 of 153 | Gardion.iogardion.io | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #51 of 153 | Meetcircle.commeetcircle.com | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #52 of 153 | Perkssmartsolutions.comperkssmartsolutions.com | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #53 of 153 | Stem-buddies.comstem-buddies.com | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #54 of 153 | Wiredhaus.comwiredhaus.com | Editorial publication | 3.85% | 4 | 104 | 7 | Unavailable |
| #55 of 153 | Wonjo.kidswonjo.kids | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #56 of 153 | Additudemag.comadditudemag.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #57 of 153 | Commonsensemedia.orgcommonsensemedia.org | Editorial publication | 2.88% | 3 | 104 | 7 | Unavailable |
| #58 of 153 | Demmelearning.comdemmelearning.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #59 of 153 | Eyezy.comeyezy.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #60 of 153 | Homecyberauthority.comhomecyberauthority.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #61 of 153 | Ifip.orgifip.org | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #62 of 153 | Kidsfunlab.netkidsfunlab.net | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #63 of 153 | Microsoft.commicrosoft.com | Vendor-owned source | 2.88% | 3 | 104 | 7 | Unavailable |
| #64 of 153 | Mobicip.commobicip.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #65 of 153 | Netnanny.comnetnanny.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #66 of 153 | Parentaler.comparentaler.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #67 of 153 | Parentingmentor.comparentingmentor.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #68 of 153 | Qustodio.comqustodio.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #69 of 153 | Sciencedaily.comsciencedaily.com | Editorial publication | 2.88% | 3 | 104 | 7 | Unavailable |
| #70 of 153 | Securityhero.iosecurityhero.io | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #71 of 153 | Tech Timestechtimes.com | Editorial publication | 2.88% | 3 | 104 | 7 | Unavailable |
| #72 of 153 | Thehightechsociety.comthehightechsociety.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #73 of 153 | Tp-link.comtp-link.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #74 of 153 | Understandtech.co.ukunderstandtech.co.uk | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #75 of 153 | Vanillapapers.netvanillapapers.net | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #76 of 153 | Verizon.comverizon.com | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #77 of 153 | YouTubeyoutube.com | Search or media platform | 2.88% | 3 | 104 | 7 | Unavailable |
| #78 of 153 | Block-porn.comblock-porn.com | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #79 of 153 | Cyberquotix.comcyberquotix.com | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #80 of 153 | Fairfieldschools.orgfairfieldschools.org | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #81 of 153 | Itif.orgitif.org | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #82 of 153 | Joanganzcooneycenter.orgjoanganzcooneycenter.org | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #83 of 153 | Lumigamelab.comlumigamelab.com | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #84 of 153 | Modemguides.commodemguides.com | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #85 of 153 | Naeyc.orgnaeyc.org | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #86 of 153 | Nohub.appnohub.app | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #87 of 153 | Pageclean.compageclean.com | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #88 of 153 | Palmgear.compalmgear.com | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #89 of 153 | Parental-control.netparental-control.net | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #90 of 153 | Slideshare.netslideshare.net | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #91 of 153 | Speedtesthq.comspeedtesthq.com | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #92 of 153 | Whispieapp.comwhispieapp.com | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #93 of 153 | Whitelist.videowhitelist.video | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #94 of 153 | Acourageousvoice.orgacourageousvoice.org | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |
| #95 of 153 | Airdroid.comairdroid.com | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |
| #96 of 153 | Apiko.comapiko.com | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |
| #97 of 153 | App-blox.comapp-blox.com | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |
| #98 of 153 | Appadvice.comappadvice.com | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |
| #99 of 153 | Arxiv.orgarxiv.org | Academic and government source | 0.96% | 1 | 104 | 7 | Unavailable |
| #100 of 153 | Ascd.orgascd.org | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |
Showing the first 100 rows from 153 observed domains.
Release and boundary
How to cite this segment
Family Software / How buyers choose: 153 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/family-software/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.