Evidence floor met in this release.
Published segment leaderboard
Family Software: Comparisons in the Machine Relations Index
This leaderboard uses only the Family Software / Comparisons segment denominator: 240 observed answer runs across 12 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 |
|---|---|---|---|---|---|---|
| #1 of 158 | Useboomerang.comuseboomerang.com | Other observed source | 26.25% | 63 | 240 | 12 |
| #2 of 158 | Bark.usbark.us | Other observed source | 21.25% | 51 | 240 | 12 |
| #3 of 158 | Impulsec.comimpulsec.com | Other observed source | 17.92% | 43 | 240 | 12 |
| #4 of 158 | Safewise.comsafewise.com | Other observed source | 17.08% | 41 | 240 | 12 |
| #5 of 158 | TechRadartechradar.com | Editorial publication | 16.25% | 39 | 240 | 12 |
| #6 of 158 | PCMagpcmag.com | Editorial publication | 15.42% | 37 | 240 | 12 |
| #7 of 158 | The New York Timesnytimes.com | Editorial publication | 14.17% | 34 | 240 | 12 |
| #8 of 158 | Security.orgsecurity.org | Other observed source | 13.75% | 33 | 240 | 12 |
| #9 of 158 | Safetydetectives.comsafetydetectives.com | Other observed source | 12.50% | 30 | 240 | 12 |
| #10 of 158 | Redditreddit.com | Community and social platform | 12.08% | 29 | 240 | 12 |
| #11 of 158 | Allaboutcookies.orgallaboutcookies.org | Other observed source | 11.67% | 28 | 240 | 12 |
| #12 of 158 | Jelliesapp.comjelliesapp.com | Other observed source | 10.00% | 24 | 240 | 12 |
| #13 of 158 | Hiwavemakers.comhiwavemakers.com | Other observed source | 9.58% | 23 | 240 | 12 |
| #14 of 158 | Meetcircle.commeetcircle.com | Other observed source | 9.58% | 23 | 240 | 12 |
| #15 of 158 | WizCasewizcase.com | Editorial publication | 9.58% | 23 | 240 | 12 |
| #16 of 158 | Screenwiseapp.comscreenwiseapp.com | Other observed source | 9.17% | 22 | 240 | 12 |
| #17 of 158 | Timily.apptimily.app | Other observed source | 9.17% | 22 | 240 | 12 |
| #18 of 158 | YouTubeyoutube.com | Search or media platform | 9.17% | 22 | 240 | 12 |
| #19 of 158 | Netnanny.comnetnanny.com | Other observed source | 8.33% | 20 | 240 | 12 |
| #20 of 158 | Versus Reviewsversusreviews.com | Editorial publication | 8.33% | 20 | 240 | 12 |
| #21 of 158 | Brainstamped.combrainstamped.com | Other observed source | 7.92% | 19 | 240 | 12 |
| #22 of 158 | Forbesforbes.com | Editorial publication | 7.50% | 18 | 240 | 12 |
| #23 of 158 | Netgear.comnetgear.com | Other observed source | 7.50% | 18 | 240 | 12 |
| #24 of 158 | Apple News (Syndication from Grit Daily)apple.com | Other observed source | 6.67% | 16 | 240 | 12 |
| #25 of 158 | Cybernewscybernews.com | Editorial publication | 6.67% | 16 | 240 | 12 |
| #26 of 158 | Havyn.onlinehavyn.online | Other observed source | 5.83% | 14 | 240 | 12 |
| #27 of 158 | Silentsecurity.netsilentsecurity.net | Other observed source | 5.00% | 12 | 240 | 12 |
| #28 of 158 | Worldmetrics.orgworldmetrics.org | Analyst and consulting research | 5.00% | 12 | 240 | 12 |
| #29 of 158 | Whitelist.videowhitelist.video | Other observed source | 4.58% | 11 | 240 | 12 |
| #30 of 158 | Safepassbuilder.comsafepassbuilder.com | Other observed source | 4.17% | 10 | 240 | 12 |
| #31 of 158 | Tom's Guidetomsguide.com | Editorial publication | 4.17% | 10 | 240 | 12 |
| #32 of 158 | Versusly.co.ukversusly.co.uk | Other observed source | 4.17% | 10 | 240 | 12 |
| #33 of 158 | Securityhero.iosecurityhero.io | Other observed source | 3.75% | 9 | 240 | 12 |
| #34 of 158 | Thetaskr.appthetaskr.app | Other observed source | 3.75% | 9 | 240 | 12 |
| #35 of 158 | Airdroid.comairdroid.com | Other observed source | 3.33% | 8 | 240 | 12 |
| #36 of 158 | Internetmatters.orginternetmatters.org | Other observed source | 3.33% | 8 | 240 | 12 |
| #37 of 158 | Kidgy.comkidgy.com | Other observed source | 3.33% | 8 | 240 | 12 |
| #38 of 158 | Nordvpn.comnordvpn.com | Other observed source | 3.33% | 8 | 240 | 12 |
| #39 of 158 | Screenbuddyapp.comscreenbuddyapp.com | Other observed source | 3.33% | 8 | 240 | 12 |
| #40 of 158 | Slideshare.netslideshare.net | Other observed source | 3.33% | 8 | 240 | 12 |
| #41 of 158 | Mashablemashable.com | Editorial publication | 2.92% | 7 | 240 | 12 |
| #42 of 158 | Wesavethekids.orgwesavethekids.org | Other observed source | 2.92% | 7 | 240 | 12 |
| #43 of 158 | Childrenandscreens.orgchildrenandscreens.org | Other observed source | 2.50% | 6 | 240 | 12 |
| #44 of 158 | Facebook.comfacebook.com | Community and social platform | 2.50% | 6 | 240 | 12 |
| #45 of 158 | Gitnux.orggitnux.org | Analyst and consulting research | 2.50% | 6 | 240 | 12 |
| #46 of 158 | Privacyguides.netprivacyguides.net | Community and social platform | 2.50% | 6 | 240 | 12 |
| #47 of 158 | Wifitalents.comwifitalents.com | Analyst and consulting research | 2.50% | 6 | 240 | 12 |
| #48 of 158 | Android Centralandroidcentral.com | Editorial publication | 2.08% | 5 | 240 | 12 |
| #49 of 158 | Bfgapps.cobfgapps.co | Other observed source | 2.08% | 5 | 240 | 12 |
| #50 of 158 | Canopy.uscanopy.us | Other observed source | 2.08% | 5 | 240 | 12 |
| #51 of 158 | Consumer Reportsconsumerreports.org | Editorial publication | 2.08% | 5 | 240 | 12 |
| #52 of 158 | Familytechzone.comfamilytechzone.com | Other observed source | 2.08% | 5 | 240 | 12 |
| #53 of 158 | Geekchamp.comgeekchamp.com | Other observed source | 2.08% | 5 | 240 | 12 |
| #54 of 158 | Itechguides.comitechguides.com | Market and company database | 2.08% | 5 | 240 | 12 |
| #55 of 158 | Launchroomapps.comlaunchroomapps.com | Other observed source | 2.08% | 5 | 240 | 12 |
| #56 of 158 | Thesocialinstitute.comthesocialinstitute.com | Other observed source | 2.08% | 5 | 240 | 12 |
| #57 of 158 | Zipdo.cozipdo.co | Analyst and consulting research | 2.08% | 5 | 240 | 12 |
| #58 of 158 | Cloudwards.netcloudwards.net | Other observed source | 1.67% | 4 | 240 | 12 |
| #59 of 158 | Internetsafetyforchildren.cominternetsafetyforchildren.com | Other observed source | 1.67% | 4 | 240 | 12 |
| #60 of 158 | Mspy.commspy.com | Other observed source | 1.67% | 4 | 240 | 12 |
| #61 of 158 | NBC Newsnbcnews.com | Editorial publication | 1.67% | 4 | 240 | 12 |
| #62 of 158 | Nexspy.comnexspy.com | Other observed source | 1.67% | 4 | 240 | 12 |
| #63 of 158 | Rsinc.comrsinc.com | Other observed source | 1.67% | 4 | 240 | 12 |
| #64 of 158 | Rynj.orgrynj.org | Other observed source | 1.67% | 4 | 240 | 12 |
| #65 of 158 | Theaidad.aitheaidad.ai | Other observed source | 1.67% | 4 | 240 | 12 |
| #66 of 158 | Thehightechsociety.comthehightechsociety.com | Vendor-owned source | 1.67% | 4 | 240 | 12 |
| #67 of 158 | Tinybeans.comtinybeans.com | Other observed source | 1.67% | 4 | 240 | 12 |
| #68 of 158 | 3eyes.app3eyes.app | Other observed source | 1.25% | 3 | 240 | 12 |
| #69 of 158 | Americanspcc.orgamericanspcc.org | Other observed source | 1.25% | 3 | 240 | 12 |
| #70 of 158 | Breachexpress.combreachexpress.com | Editorial publication | 1.25% | 3 | 240 | 12 |
| #71 of 158 | Consumerapps.coconsumerapps.co | Other observed source | 1.25% | 3 | 240 | 12 |
| #72 of 158 | Findmykids.orgfindmykids.org | Other observed source | 1.25% | 3 | 240 | 12 |
| #73 of 158 | Helpingparentswin.comhelpingparentswin.com | Other observed source | 1.25% | 3 | 240 | 12 |
| #74 of 158 | Kidpulse.appkidpulse.app | Other observed source | 1.25% | 3 | 240 | 12 |
| #75 of 158 | Lifehackerlifehacker.com | Editorial publication | 1.25% | 3 | 240 | 12 |
| #76 of 158 | Mobicip.commobicip.com | Other observed source | 1.25% | 3 | 240 | 12 |
| #77 of 158 | News18news18.com | Editorial publication | 1.25% | 3 | 240 | 12 |
| #78 of 158 | PC Worldpcworld.com | Other observed source | 1.25% | 3 | 240 | 12 |
| #79 of 158 | Rajeshkumar.xyzrajeshkumar.xyz | Other observed source | 1.25% | 3 | 240 | 12 |
| #80 of 158 | Rankvault.orgrankvault.org | Other observed source | 1.25% | 3 | 240 | 12 |
| #81 of 158 | Scribehow.comscribehow.com | Other observed source | 1.25% | 3 | 240 | 12 |
| #82 of 158 | Substack.comsubstack.com | Community and social platform | 1.25% | 3 | 240 | 12 |
| #83 of 158 | Techlockdown.comtechlockdown.com | Other observed source | 1.25% | 3 | 240 | 12 |
| #84 of 158 | Android.comandroid.com | Other observed source | 0.83% | 2 | 240 | 12 |
| #85 of 158 | Batten Cyberbattencyber.com | Editorial publication | 0.83% | 2 | 240 | 12 |
| #86 of 158 | Bestbuy.combestbuy.com | Other observed source | 0.83% | 2 | 240 | 12 |
| #87 of 158 | Best Reviewsbestreviews.net | Editorial publication | 0.83% | 2 | 240 | 12 |
| #88 of 158 | Common Sense Mediacommonsensemedia.org | Editorial publication | 0.83% | 2 | 240 | 12 |
| #89 of 158 | Devopsschool.comdevopsschool.com | Other observed source | 0.83% | 2 | 240 | 12 |
| #90 of 158 | Dupple.comdupple.com | Other observed source | 0.83% | 2 | 240 | 12 |
| #91 of 158 | Europa.eueuropa.eu | Academic and government source | 0.83% | 2 | 240 | 12 |
| #92 of 158 | Fox Newsfoxnews.com | Editorial publication | 0.83% | 2 | 240 | 12 |
| #93 of 158 | Habitdoom.comhabitdoom.com | Other observed source | 0.83% | 2 | 240 | 12 |
| #94 of 158 | Kids360.appkids360.app | Other observed source | 0.83% | 2 | 240 | 12 |
| #95 of 158 | Kidsafe360.comkidsafe360.com | Other observed source | 0.83% | 2 | 240 | 12 |
| #96 of 158 | Mmguardian.commmguardian.com | Other observed source | 0.83% | 2 | 240 | 12 |
| #97 of 158 | Oakleys.org.ukoakleys.org.uk | Other observed source | 0.83% | 2 | 240 | 12 |
| #98 of 158 | Onelimit.apponelimit.app | Other observed source | 0.83% | 2 | 240 | 12 |
| #99 of 158 | Parental-control.netparental-control.net | Other observed source | 0.83% | 2 | 240 | 12 |
| #100 of 158 | Parentverse.coparentverse.co | Other observed source | 0.83% | 2 | 240 | 12 |
Showing the first 100 rows from 158 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Family Software / Comparisons: 158 observed source domains in the leaderboard, measured on 240 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/x_vs_y. CC BY 4.0.Parrott, J. (2026). Family Software / Comparisons 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/x_vs_y https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrifamilysoftwarexvsy,
author = {Parrott, Jaxon},
title = {Family Software / Comparisons 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/x_vs_y},
doi = {10.5281/zenodo.23652423},
license = {CC-BY-4.0},
note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}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.