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: 189 observed answer runs across 10 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 146 | Useboomerang.comuseboomerang.com | Other observed source | 26.46% | 50 | 189 | 10 |
| #2 of 146 | Bark.usbark.us | Other observed source | 19.58% | 37 | 189 | 10 |
| #3 of 146 | Safewise.comsafewise.com | Other observed source | 19.58% | 37 | 189 | 10 |
| #4 of 146 | PCMagpcmag.com | Editorial publication | 17.99% | 34 | 189 | 10 |
| #5 of 146 | TechRadartechradar.com | Editorial publication | 16.93% | 32 | 189 | 10 |
| #6 of 146 | Impulsec.comimpulsec.com | Other observed source | 16.40% | 31 | 189 | 10 |
| #7 of 146 | Redditreddit.com | Community and social platform | 14.81% | 28 | 189 | 10 |
| #8 of 146 | Safetydetectives.comsafetydetectives.com | Other observed source | 14.81% | 28 | 189 | 10 |
| #9 of 146 | Security.orgsecurity.org | Other observed source | 14.81% | 28 | 189 | 10 |
| #10 of 146 | The New York Timesnytimes.com | Editorial publication | 14.29% | 27 | 189 | 10 |
| #11 of 146 | Allaboutcookies.orgallaboutcookies.org | Other observed source | 13.23% | 25 | 189 | 10 |
| #12 of 146 | WizCasewizcase.com | Editorial publication | 10.58% | 20 | 189 | 10 |
| #13 of 146 | Meetcircle.commeetcircle.com | Other observed source | 10.05% | 19 | 189 | 10 |
| #14 of 146 | YouTubeyoutube.com | Search or media platform | 10.05% | 19 | 189 | 10 |
| #15 of 146 | Forbesforbes.com | Editorial publication | 9.52% | 18 | 189 | 10 |
| #16 of 146 | Hiwavemakers.comhiwavemakers.com | Other observed source | 9.52% | 18 | 189 | 10 |
| #17 of 146 | Screenwiseapp.comscreenwiseapp.com | Other observed source | 9.52% | 18 | 189 | 10 |
| #18 of 146 | Timily.apptimily.app | Other observed source | 8.99% | 17 | 189 | 10 |
| #19 of 146 | Versus Reviewsversusreviews.com | Editorial publication | 8.99% | 17 | 189 | 10 |
| #20 of 146 | Netnanny.comnetnanny.com | Other observed source | 8.47% | 16 | 189 | 10 |
| #21 of 146 | Brainstamped.combrainstamped.com | Other observed source | 7.94% | 15 | 189 | 10 |
| #22 of 146 | Netgear.comnetgear.com | Other observed source | 7.94% | 15 | 189 | 10 |
| #23 of 146 | Jelliesapp.comjelliesapp.com | Other observed source | 7.41% | 14 | 189 | 10 |
| #24 of 146 | Apple Newsapple.com | Other observed source | 6.88% | 13 | 189 | 10 |
| #25 of 146 | Cybernewscybernews.com | Editorial publication | 6.88% | 13 | 189 | 10 |
| #26 of 146 | Havyn.onlinehavyn.online | Other observed source | 5.82% | 11 | 189 | 10 |
| #27 of 146 | Worldmetrics.orgworldmetrics.org | Analyst and consulting research | 5.82% | 11 | 189 | 10 |
| #28 of 146 | Thetaskr.appthetaskr.app | Other observed source | 4.76% | 9 | 189 | 10 |
| #29 of 146 | Tom's Guidetomsguide.com | Editorial publication | 4.76% | 9 | 189 | 10 |
| #30 of 146 | Screenbuddyapp.comscreenbuddyapp.com | Other observed source | 4.23% | 8 | 189 | 10 |
| #31 of 146 | Securityhero.iosecurityhero.io | Other observed source | 4.23% | 8 | 189 | 10 |
| #32 of 146 | Silentsecurity.netsilentsecurity.net | Other observed source | 4.23% | 8 | 189 | 10 |
| #33 of 146 | Whitelist.videowhitelist.video | Other observed source | 4.23% | 8 | 189 | 10 |
| #34 of 146 | Slideshare.netslideshare.net | Other observed source | 3.70% | 7 | 189 | 10 |
| #35 of 146 | Versusly.co.ukversusly.co.uk | Other observed source | 3.70% | 7 | 189 | 10 |
| #36 of 146 | Wesavethekids.orgwesavethekids.org | Other observed source | 3.70% | 7 | 189 | 10 |
| #37 of 146 | Childrenandscreens.orgchildrenandscreens.org | Other observed source | 3.17% | 6 | 189 | 10 |
| #38 of 146 | Internetmatters.orginternetmatters.org | Other observed source | 3.17% | 6 | 189 | 10 |
| #39 of 146 | Kidgy.comkidgy.com | Other observed source | 3.17% | 6 | 189 | 10 |
| #40 of 146 | Mashablemashable.com | Editorial publication | 3.17% | 6 | 189 | 10 |
| #41 of 146 | Safepassbuilder.comsafepassbuilder.com | Other observed source | 3.17% | 6 | 189 | 10 |
| #42 of 146 | Wifitalents.comwifitalents.com | Analyst and consulting research | 3.17% | 6 | 189 | 10 |
| #43 of 146 | Android Centralandroidcentral.com | Editorial publication | 2.65% | 5 | 189 | 10 |
| #44 of 146 | Bfgapps.cobfgapps.co | Other observed source | 2.65% | 5 | 189 | 10 |
| #45 of 146 | Canopy.uscanopy.us | Other observed source | 2.65% | 5 | 189 | 10 |
| #46 of 146 | Consumer Reportsconsumerreports.org | Editorial publication | 2.65% | 5 | 189 | 10 |
| #47 of 146 | Facebook.comfacebook.com | Community and social platform | 2.65% | 5 | 189 | 10 |
| #48 of 146 | Familytechzone.comfamilytechzone.com | Other observed source | 2.65% | 5 | 189 | 10 |
| #49 of 146 | Launchroomapps.comlaunchroomapps.com | Other observed source | 2.65% | 5 | 189 | 10 |
| #50 of 146 | Nordvpn.comnordvpn.com | Other observed source | 2.65% | 5 | 189 | 10 |
| #51 of 146 | Privacyguides.netprivacyguides.net | Community and social platform | 2.65% | 5 | 189 | 10 |
| #52 of 146 | Thesocialinstitute.comthesocialinstitute.com | Other observed source | 2.65% | 5 | 189 | 10 |
| #53 of 146 | Zipdo.cozipdo.co | Analyst and consulting research | 2.65% | 5 | 189 | 10 |
| #54 of 146 | Cloudwards.netcloudwards.net | Other observed source | 2.12% | 4 | 189 | 10 |
| #55 of 146 | Geekchamp.comgeekchamp.com | Other observed source | 2.12% | 4 | 189 | 10 |
| #56 of 146 | Gitnux.orggitnux.org | Analyst and consulting research | 2.12% | 4 | 189 | 10 |
| #57 of 146 | Mspy.commspy.com | Other observed source | 2.12% | 4 | 189 | 10 |
| #58 of 146 | NBC Newsnbcnews.com | Editorial publication | 2.12% | 4 | 189 | 10 |
| #59 of 146 | Rynj.orgrynj.org | Other observed source | 2.12% | 4 | 189 | 10 |
| #60 of 146 | Theaidad.aitheaidad.ai | Other observed source | 2.12% | 4 | 189 | 10 |
| #61 of 146 | Thehightechsociety.comthehightechsociety.com | Vendor-owned source | 2.12% | 4 | 189 | 10 |
| #62 of 146 | Tinybeans.comtinybeans.com | Other observed source | 2.12% | 4 | 189 | 10 |
| #63 of 146 | 3eyes.app3eyes.app | Other observed source | 1.59% | 3 | 189 | 10 |
| #64 of 146 | Airdroid.comairdroid.com | Other observed source | 1.59% | 3 | 189 | 10 |
| #65 of 146 | Breachexpress.combreachexpress.com | Editorial publication | 1.59% | 3 | 189 | 10 |
| #66 of 146 | Findmykids.orgfindmykids.org | Other observed source | 1.59% | 3 | 189 | 10 |
| #67 of 146 | Helpingparentswin.comhelpingparentswin.com | Other observed source | 1.59% | 3 | 189 | 10 |
| #68 of 146 | Kidpulse.appkidpulse.app | Other observed source | 1.59% | 3 | 189 | 10 |
| #69 of 146 | Lifehackerlifehacker.com | Editorial publication | 1.59% | 3 | 189 | 10 |
| #70 of 146 | Mobicip.commobicip.com | Other observed source | 1.59% | 3 | 189 | 10 |
| #71 of 146 | Nexspy.comnexspy.com | Other observed source | 1.59% | 3 | 189 | 10 |
| #72 of 146 | Pcworld.compcworld.com | Other observed source | 1.59% | 3 | 189 | 10 |
| #73 of 146 | Rankvault.orgrankvault.org | Other observed source | 1.59% | 3 | 189 | 10 |
| #74 of 146 | Rsinc.comrsinc.com | Other observed source | 1.59% | 3 | 189 | 10 |
| #75 of 146 | Americanspcc.orgamericanspcc.org | Other observed source | 1.06% | 2 | 189 | 10 |
| #76 of 146 | Android.comandroid.com | Other observed source | 1.06% | 2 | 189 | 10 |
| #77 of 146 | Bestreviews.netbestreviews.net | Editorial publication | 1.06% | 2 | 189 | 10 |
| #78 of 146 | Common Sense Mediacommonsensemedia.org | Editorial publication | 1.06% | 2 | 189 | 10 |
| #79 of 146 | Europa.eueuropa.eu | Academic and government source | 1.06% | 2 | 189 | 10 |
| #80 of 146 | Itechguides.comitechguides.com | Market and company database | 1.06% | 2 | 189 | 10 |
| #81 of 146 | Kids360.appkids360.app | Other observed source | 1.06% | 2 | 189 | 10 |
| #82 of 146 | Kidsafe360.comkidsafe360.com | Other observed source | 1.06% | 2 | 189 | 10 |
| #83 of 146 | Mmguardian.commmguardian.com | Other observed source | 1.06% | 2 | 189 | 10 |
| #84 of 146 | News18.comnews18.com | Editorial publication | 1.06% | 2 | 189 | 10 |
| #85 of 146 | Onelimit.apponelimit.app | Other observed source | 1.06% | 2 | 189 | 10 |
| #86 of 146 | Parentverse.coparentverse.co | Other observed source | 1.06% | 2 | 189 | 10 |
| #87 of 146 | Rajeshkumar.xyzrajeshkumar.xyz | Other observed source | 1.06% | 2 | 189 | 10 |
| #88 of 146 | Scribehow.comscribehow.com | Other observed source | 1.06% | 2 | 189 | 10 |
| #89 of 146 | Substack.comsubstack.com | Community and social platform | 1.06% | 2 | 189 | 10 |
| #90 of 146 | Techlockdown.comtechlockdown.com | Other observed source | 1.06% | 2 | 189 | 10 |
| #91 of 146 | Affinitycellular.comaffinitycellular.com | Other observed source | 0.53% | 1 | 189 | 10 |
| #92 of 146 | Amazonaws.comamazonaws.com | Other observed source | 0.53% | 1 | 189 | 10 |
| #93 of 146 | Battencyber.combattencyber.com | Other observed source | 0.53% | 1 | 189 | 10 |
| #94 of 146 | Bestapp.combestapp.com | Other observed source | 0.53% | 1 | 189 | 10 |
| #95 of 146 | blog.googleblog.google | Editorial publication | 0.53% | 1 | 189 | 10 |
| #96 of 146 | Boston25news.comboston25news.com | Editorial publication | 0.53% | 1 | 189 | 10 |
| #97 of 146 | Brndle.combrndle.com | Other observed source | 0.53% | 1 | 189 | 10 |
| #98 of 146 | Broadbandswitch.ukbroadbandswitch.uk | Other observed source | 0.53% | 1 | 189 | 10 |
| #99 of 146 | CNETcnet.com | Editorial publication | 0.53% | 1 | 189 | 10 |
| #100 of 146 | Consumers-voice.orgconsumers-voice.org | Market and company database | 0.53% | 1 | 189 | 10 |
Showing the first 100 rows from 146 observed domains.
Release and boundary
How to cite this segment
Family Software / Comparisons: 146 observed source domains in the leaderboard, measured on 189 observed runs across 10 distinct run dates, drawn from the 2026-05-10 to 2026-10-16 release window, mri_score_v2.1, mri_score_v2.1+2026-10-16+676547a595a3, https://machinerelations.ai/index/categories/family-software/x_vs_y.
Release mri_score_v2.1+2026-10-16+676547a595a3; methodology mri_score_v2.1; generated 2026-10-16; window 2026-05-10 to 2026-10-16; artifact 676547a595a3.
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.