# Family Software: How buyers choose in the Machine Relations Index

Canonical URL: 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.

This is the public leaderboard for the exact Family Software / How buyers choose segment. Rates use the segment denominator only: 104 observed runs across 7 dates.

| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---:|---:|---:|---:|---|
| #1 of 153 | [Apple News](https://machinerelations.ai/index/domains/apple.com) | Editorial publication | 17.31% | 18 | 104 | 7 | Unavailable |
| #2 of 153 | [Reddit](https://machinerelations.ai/index/domains/reddit.com) | Community and social platform | 17.31% | 18 | 104 | 7 | Unavailable |
| #3 of 153 | [Allaboutcookies.org](https://machinerelations.ai/index/domains/allaboutcookies.org) | Other observed source | 16.35% | 17 | 104 | 7 | Unavailable |
| #4 of 153 | [Canopy.us](https://machinerelations.ai/index/domains/canopy.us) | Other observed source | 16.35% | 17 | 104 | 7 | Unavailable |
| #5 of 153 | [TechRadar](https://machinerelations.ai/index/domains/techradar.com) | Editorial publication | 12.50% | 13 | 104 | 7 | Unavailable |
| #6 of 153 | [Safewise.com](https://machinerelations.ai/index/domains/safewise.com) | Other observed source | 9.62% | 10 | 104 | 7 | Unavailable |
| #7 of 153 | [Security.org](https://machinerelations.ai/index/domains/security.org) | Other observed source | 9.62% | 10 | 104 | 7 | Unavailable |
| #8 of 153 | [Impulsec.com](https://machinerelations.ai/index/domains/impulsec.com) | Other observed source | 8.65% | 9 | 104 | 7 | Unavailable |
| #9 of 153 | [Newamerica.org](https://machinerelations.ai/index/domains/newamerica.org) | Other observed source | 8.65% | 9 | 104 | 7 | Unavailable |
| #10 of 153 | [PC Mag (Profile Post Only)](https://machinerelations.ai/index/domains/pcmag.com) | Editorial publication | 8.65% | 9 | 104 | 7 | Unavailable |
| #11 of 153 | [Useboomerang.com](https://machinerelations.ai/index/domains/useboomerang.com) | Other observed source | 8.65% | 9 | 104 | 7 | Unavailable |
| #12 of 153 | [Abcmouse.com](https://machinerelations.ai/index/domains/abcmouse.com) | Other observed source | 7.69% | 8 | 104 | 7 | Unavailable |
| #13 of 153 | [Edpsy.org.uk](https://machinerelations.ai/index/domains/edpsy.org.uk) | Other observed source | 7.69% | 8 | 104 | 7 | Unavailable |
| #14 of 153 | [Hoverwatch.com](https://machinerelations.ai/index/domains/hoverwatch.com) | Other observed source | 7.69% | 8 | 104 | 7 | Unavailable |
| #15 of 153 | [Nytimes.com](https://machinerelations.ai/index/domains/nytimes.com) | Editorial publication | 7.69% | 8 | 104 | 7 | Unavailable |
| #16 of 153 | [Sas-home.tech](https://machinerelations.ai/index/domains/sas-home.tech) | Other observed source | 7.69% | 8 | 104 | 7 | Unavailable |
| #17 of 153 | [Timbercreekped.com](https://machinerelations.ai/index/domains/timbercreekped.com) | Other observed source | 7.69% | 8 | 104 | 7 | Unavailable |
| #18 of 153 | [Bgr.com](https://machinerelations.ai/index/domains/bgr.com) | Other observed source | 6.73% | 7 | 104 | 7 | Unavailable |
| #19 of 153 | [Forbes](https://machinerelations.ai/index/domains/forbes.com) | Editorial publication | 6.73% | 7 | 104 | 7 | Unavailable |
| #20 of 153 | [NIH](https://machinerelations.ai/index/domains/nih.gov) | Academic and government source | 6.73% | 7 | 104 | 7 | Unavailable |
| #21 of 153 | [Techlockdown.com](https://machinerelations.ai/index/domains/techlockdown.com) | Other observed source | 6.73% | 7 | 104 | 7 | Unavailable |
| #22 of 153 | [Broadbandswitch.uk](https://machinerelations.ai/index/domains/broadbandswitch.uk) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #23 of 153 | [Daar.com.au](https://machinerelations.ai/index/domains/daar.com.au) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #24 of 153 | [Edubert.com](https://machinerelations.ai/index/domains/edubert.com) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #25 of 153 | [Edutopia.org](https://machinerelations.ai/index/domains/edutopia.org) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #26 of 153 | [Flashnetworks.com](https://machinerelations.ai/index/domains/flashnetworks.com) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #27 of 153 | [Internetproviders.ai](https://machinerelations.ai/index/domains/internetproviders.ai) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #28 of 153 | [Jelliesapp.com](https://machinerelations.ai/index/domains/jelliesapp.com) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #29 of 153 | [Mwm.ai](https://machinerelations.ai/index/domains/mwm.ai) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #30 of 153 | [Openrightsgroup.org](https://machinerelations.ai/index/domains/openrightsgroup.org) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #31 of 153 | [Psu.edu](https://machinerelations.ai/index/domains/psu.edu) | Academic and government source | 5.77% | 6 | 104 | 7 | Unavailable |
| #32 of 153 | [Safechildguide.com](https://machinerelations.ai/index/domains/safechildguide.com) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #33 of 153 | [Safenestfamily.com](https://machinerelations.ai/index/domains/safenestfamily.com) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #34 of 153 | [Theconversation.com](https://machinerelations.ai/index/domains/theconversation.com) | Other observed source | 5.77% | 6 | 104 | 7 | Unavailable |
| #35 of 153 | [Cybernews.com](https://machinerelations.ai/index/domains/cybernews.com) | Editorial publication | 4.81% | 5 | 104 | 7 | Unavailable |
| #36 of 153 | [Korearirang.com](https://machinerelations.ai/index/domains/korearirang.com) | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #37 of 153 | [Ourpact.com](https://machinerelations.ai/index/domains/ourpact.com) | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #38 of 153 | [Psychology Today](https://machinerelations.ai/index/domains/psychologytoday.com) | Editorial publication | 4.81% | 5 | 104 | 7 | Unavailable |
| #39 of 153 | [Qz.com](https://machinerelations.ai/index/domains/qz.com) | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #40 of 153 | [Safetydetectives.com](https://machinerelations.ai/index/domains/safetydetectives.com) | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #41 of 153 | [Screenwiseapp.com](https://machinerelations.ai/index/domains/screenwiseapp.com) | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #42 of 153 | [Teaching-your-kids.com](https://machinerelations.ai/index/domains/teaching-your-kids.com) | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #43 of 153 | [Tomsguide.com](https://machinerelations.ai/index/domains/tomsguide.com) | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #44 of 153 | [Wondershare.com](https://machinerelations.ai/index/domains/wondershare.com) | Other observed source | 4.81% | 5 | 104 | 7 | Unavailable |
| #45 of 153 | [Alpakids.com](https://machinerelations.ai/index/domains/alpakids.com) | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #46 of 153 | [Bellatorcyber.com](https://machinerelations.ai/index/domains/bellatorcyber.com) | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #47 of 153 | [Cacheguard.com](https://machinerelations.ai/index/domains/cacheguard.com) | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #48 of 153 | [Cleanbrowsing.org](https://machinerelations.ai/index/domains/cleanbrowsing.org) | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #49 of 153 | [Familytime.io](https://machinerelations.ai/index/domains/familytime.io) | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #50 of 153 | [Gardion.io](https://machinerelations.ai/index/domains/gardion.io) | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #51 of 153 | [Meetcircle.com](https://machinerelations.ai/index/domains/meetcircle.com) | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #52 of 153 | [Perkssmartsolutions.com](https://machinerelations.ai/index/domains/perkssmartsolutions.com) | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #53 of 153 | [Stem-buddies.com](https://machinerelations.ai/index/domains/stem-buddies.com) | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #54 of 153 | [Wiredhaus.com](https://machinerelations.ai/index/domains/wiredhaus.com) | Editorial publication | 3.85% | 4 | 104 | 7 | Unavailable |
| #55 of 153 | [Wonjo.kids](https://machinerelations.ai/index/domains/wonjo.kids) | Other observed source | 3.85% | 4 | 104 | 7 | Unavailable |
| #56 of 153 | [Additudemag.com](https://machinerelations.ai/index/domains/additudemag.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #57 of 153 | [Commonsensemedia.org](https://machinerelations.ai/index/domains/commonsensemedia.org) | Editorial publication | 2.88% | 3 | 104 | 7 | Unavailable |
| #58 of 153 | [Demmelearning.com](https://machinerelations.ai/index/domains/demmelearning.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #59 of 153 | [Eyezy.com](https://machinerelations.ai/index/domains/eyezy.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #60 of 153 | [Homecyberauthority.com](https://machinerelations.ai/index/domains/homecyberauthority.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #61 of 153 | [Ifip.org](https://machinerelations.ai/index/domains/ifip.org) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #62 of 153 | [Kidsfunlab.net](https://machinerelations.ai/index/domains/kidsfunlab.net) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #63 of 153 | [Microsoft.com](https://machinerelations.ai/index/domains/microsoft.com) | Vendor-owned source | 2.88% | 3 | 104 | 7 | Unavailable |
| #64 of 153 | [Mobicip.com](https://machinerelations.ai/index/domains/mobicip.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #65 of 153 | [Netnanny.com](https://machinerelations.ai/index/domains/netnanny.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #66 of 153 | [Parentaler.com](https://machinerelations.ai/index/domains/parentaler.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #67 of 153 | [Parentingmentor.com](https://machinerelations.ai/index/domains/parentingmentor.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #68 of 153 | [Qustodio.com](https://machinerelations.ai/index/domains/qustodio.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #69 of 153 | [Sciencedaily.com](https://machinerelations.ai/index/domains/sciencedaily.com) | Editorial publication | 2.88% | 3 | 104 | 7 | Unavailable |
| #70 of 153 | [Securityhero.io](https://machinerelations.ai/index/domains/securityhero.io) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #71 of 153 | [Tech Times](https://machinerelations.ai/index/domains/techtimes.com) | Editorial publication | 2.88% | 3 | 104 | 7 | Unavailable |
| #72 of 153 | [Thehightechsociety.com](https://machinerelations.ai/index/domains/thehightechsociety.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #73 of 153 | [Tp-link.com](https://machinerelations.ai/index/domains/tp-link.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #74 of 153 | [Understandtech.co.uk](https://machinerelations.ai/index/domains/understandtech.co.uk) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #75 of 153 | [Vanillapapers.net](https://machinerelations.ai/index/domains/vanillapapers.net) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #76 of 153 | [Verizon.com](https://machinerelations.ai/index/domains/verizon.com) | Other observed source | 2.88% | 3 | 104 | 7 | Unavailable |
| #77 of 153 | [YouTube](https://machinerelations.ai/index/domains/youtube.com) | Search or media platform | 2.88% | 3 | 104 | 7 | Unavailable |
| #78 of 153 | [Block-porn.com](https://machinerelations.ai/index/domains/block-porn.com) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #79 of 153 | [Cyberquotix.com](https://machinerelations.ai/index/domains/cyberquotix.com) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #80 of 153 | [Fairfieldschools.org](https://machinerelations.ai/index/domains/fairfieldschools.org) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #81 of 153 | [Itif.org](https://machinerelations.ai/index/domains/itif.org) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #82 of 153 | [Joanganzcooneycenter.org](https://machinerelations.ai/index/domains/joanganzcooneycenter.org) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #83 of 153 | [Lumigamelab.com](https://machinerelations.ai/index/domains/lumigamelab.com) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #84 of 153 | [Modemguides.com](https://machinerelations.ai/index/domains/modemguides.com) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #85 of 153 | [Naeyc.org](https://machinerelations.ai/index/domains/naeyc.org) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #86 of 153 | [Nohub.app](https://machinerelations.ai/index/domains/nohub.app) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #87 of 153 | [Pageclean.com](https://machinerelations.ai/index/domains/pageclean.com) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #88 of 153 | [Palmgear.com](https://machinerelations.ai/index/domains/palmgear.com) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #89 of 153 | [Parental-control.net](https://machinerelations.ai/index/domains/parental-control.net) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #90 of 153 | [Slideshare.net](https://machinerelations.ai/index/domains/slideshare.net) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #91 of 153 | [Speedtesthq.com](https://machinerelations.ai/index/domains/speedtesthq.com) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #92 of 153 | [Whispieapp.com](https://machinerelations.ai/index/domains/whispieapp.com) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #93 of 153 | [Whitelist.video](https://machinerelations.ai/index/domains/whitelist.video) | Other observed source | 1.92% | 2 | 104 | 7 | Unavailable |
| #94 of 153 | [Acourageousvoice.org](https://machinerelations.ai/index/domains/acourageousvoice.org) | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |
| #95 of 153 | [Airdroid.com](https://machinerelations.ai/index/domains/airdroid.com) | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |
| #96 of 153 | [Apiko.com](https://machinerelations.ai/index/domains/apiko.com) | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |
| #97 of 153 | [App-blox.com](https://machinerelations.ai/index/domains/app-blox.com) | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |
| #98 of 153 | [Appadvice.com](https://machinerelations.ai/index/domains/appadvice.com) | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |
| #99 of 153 | [Arxiv.org](https://machinerelations.ai/index/domains/arxiv.org) | Academic and government source | 0.96% | 1 | 104 | 7 | Unavailable |
| #100 of 153 | [Ascd.org](https://machinerelations.ai/index/domains/ascd.org) | Other observed source | 0.96% | 1 | 104 | 7 | Unavailable |

## Citation

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.