Evidence floor met in this release.
Local ServicesStatePublished Observed runs187 Run dates10 Observed domains328
Published segment leaderboard
Local Services: Problem-first research in the Machine Relations Index
This leaderboard uses only the Local Services / Problem-first research segment denominator: 187 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 328 | Angi.comangi.com | Other observed source | 9.63% | 18 | 187 | 10 |
| #2 of 328 | Redditreddit.com | Community and social platform | 9.09% | 17 | 187 | 10 |
| #3 of 328 | Callhometherapist.comcallhometherapist.com | Other observed source | 7.49% | 14 | 187 | 10 |
| #4 of 328 | Rotorooter.comrotorooter.com | Other observed source | 7.49% | 14 | 187 | 10 |
| #5 of 328 | Scmroofingfl.comscmroofingfl.com | Other observed source | 6.42% | 12 | 187 | 10 |
| #6 of 328 | Servpro.comservpro.com | Other observed source | 6.42% | 12 | 187 | 10 |
| #7 of 328 | YouTubeyoutube.com | Search or media platform | 5.35% | 10 | 187 | 10 |
| #8 of 328 | Facebook.comfacebook.com | Community and social platform | 4.28% | 8 | 187 | 10 |
| #9 of 328 | Hometips.comhometips.com | Other observed source | 4.28% | 8 | 187 | 10 |
| #10 of 328 | Simplysewersdenver.comsimplysewersdenver.com | Other observed source | 4.28% | 8 | 187 | 10 |
| #11 of 328 | Leecompany.comleecompany.com | Other observed source | 3.74% | 7 | 187 | 10 |
| #12 of 328 | Tadlockroofing.comtadlockroofing.com | Other observed source | 3.74% | 7 | 187 | 10 |
| #13 of 328 | ConsumerAffairsconsumeraffairs.com | Editorial publication | 3.21% | 6 | 187 | 10 |
| #14 of 328 | Electriciantex.comelectriciantex.com | Other observed source | 3.21% | 6 | 187 | 10 |
| #15 of 328 | Jeffjacobselectrical.comjeffjacobselectrical.com | Other observed source | 3.21% | 6 | 187 | 10 |
| #16 of 328 | Jrh-construction.comjrh-construction.com | Other observed source | 3.21% | 6 | 187 | 10 |
| #17 of 328 | Mrhandyman.commrhandyman.com | Other observed source | 3.21% | 6 | 187 | 10 |
| #18 of 328 | Planetplumbinganddrain.complanetplumbinganddrain.com | Other observed source | 3.21% | 6 | 187 | 10 |
| #19 of 328 | Rtyoder.comrtyoder.com | Other observed source | 3.21% | 6 | 187 | 10 |
| #20 of 328 | Tricountyelectricservice.comtricountyelectricservice.com | Other observed source | 3.21% | 6 | 187 | 10 |
| #21 of 328 | 4abc.com4abc.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #22 of 328 | Alvarezplumbing.comalvarezplumbing.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #23 of 328 | Bbb.orgbbb.org | Other observed source | 2.67% | 5 | 187 | 10 |
| #24 of 328 | Delair.comdelair.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #25 of 328 | Digitdenver.comdigitdenver.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #26 of 328 | Homestery.comhomestery.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #27 of 328 | Jaeofamerica.comjaeofamerica.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #28 of 328 | Mrelectric.commrelectric.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #29 of 328 | Onotto.comonotto.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #30 of 328 | Plumber-cost.complumber-cost.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #31 of 328 | Plumbingprotampa.complumbingprotampa.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #32 of 328 | Plumblineservices.complumblineservices.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #33 of 328 | Sewerex.comsewerex.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #34 of 328 | Sussexdampexperts.comsussexdampexperts.com | Other observed source | 2.67% | 5 | 187 | 10 |
| #35 of 328 | 911restoration.com911restoration.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #36 of 328 | Ajlongelectric.comajlongelectric.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #37 of 328 | Bestbayservices.combestbayservices.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #38 of 328 | Fenelonhandymanservices.comfenelonhandymanservices.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #39 of 328 | Gotruenorth.comgotruenorth.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #40 of 328 | Hearthdry.comhearthdry.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #41 of 328 | Hoffmannbros.comhoffmannbros.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #42 of 328 | Homeownerpal.comhomeownerpal.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #43 of 328 | Homeyou.comhomeyou.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #44 of 328 | Olsonsuperior.comolsonsuperior.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #45 of 328 | Pauldavis.compauldavis.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #46 of 328 | Plumbingoutfitters.complumbingoutfitters.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #47 of 328 | Promatcher.compromatcher.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #48 of 328 | Rapidrecoveryteamtampa.comrapidrecoveryteamtampa.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #49 of 328 | Rhino-restore.comrhino-restore.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #50 of 328 | Sefelectric.comsefelectric.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #51 of 328 | Servicemasterrestore.comservicemasterrestore.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #52 of 328 | Tampabayroofs.comtampabayroofs.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #53 of 328 | Thumbtack.comthumbtack.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #54 of 328 | Toolbox.repairtoolbox.repair | Other observed source | 2.14% | 4 | 187 | 10 |
| #55 of 328 | Unitedwaterrestoration.comunitedwaterrestoration.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #56 of 328 | Vnpsroofing.comvnpsroofing.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #57 of 328 | Wrightway-medical.comwrightway-medical.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #58 of 328 | Yelp.comyelp.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #59 of 328 | Zimmermanelectrician.comzimmermanelectrician.com | Other observed source | 2.14% | 4 | 187 | 10 |
| #60 of 328 | Americanleakdetection.comamericanleakdetection.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #61 of 328 | Architecturecourses.orgarchitecturecourses.org | Other observed source | 1.60% | 3 | 187 | 10 |
| #62 of 328 | Arnoldelectricchicago.comarnoldelectricchicago.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #63 of 328 | Bigwaverestoration.combigwaverestoration.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #64 of 328 | Bobvila.combobvila.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #65 of 328 | Brandenburgplumbing.combrandenburgplumbing.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #66 of 328 | Calirollinelectric.comcalirollinelectric.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #67 of 328 | Coastlineroofs.comcoastlineroofs.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #68 of 328 | Coloradosewerline.comcoloradosewerline.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #69 of 328 | Coopergreenteam.comcoopergreenteam.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #70 of 328 | Denvergov.orgdenvergov.org | Other observed source | 1.60% | 3 | 187 | 10 |
| #71 of 328 | Dryforcepro.comdryforcepro.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #72 of 328 | Expertise.comexpertise.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #73 of 328 | Homeadvisor.comhomeadvisor.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #74 of 328 | HOMEFIXXhomefixx.com | Editorial publication | 1.60% | 3 | 187 | 10 |
| #75 of 328 | Instagram.cominstagram.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #76 of 328 | Latestcost.comlatestcost.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #77 of 328 | Lightningbayelectric.comlightningbayelectric.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #78 of 328 | Llonaplumbing.comllonaplumbing.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #79 of 328 | Manta.commanta.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #80 of 328 | Nexuswaterdamagerestoration.comnexuswaterdamagerestoration.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #81 of 328 | Owlroofing.comowlroofing.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #82 of 328 | Plumber.complumber.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #83 of 328 | Plumbingpriceguide.complumbingpriceguide.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #84 of 328 | Repairriot.comrepairriot.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #85 of 328 | Rescueroofingoftampa.comrescueroofingoftampa.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #86 of 328 | Restowrx.comrestowrx.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #87 of 328 | Roofnut.comroofnut.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #88 of 328 | Southshorecontractorstampa.comsouthshorecontractorstampa.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #89 of 328 | Surgelectrical.comsurgelectrical.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #90 of 328 | Tampadrywallcompany.comtampadrywallcompany.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #91 of 328 | Tamparestorationco.comtamparestorationco.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #92 of 328 | Thecleanplumbers.comthecleanplumbers.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #93 of 328 | Thetoolstrunk.comthetoolstrunk.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #94 of 328 | Titanplumbingandelectric.comtitanplumbingandelectric.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #95 of 328 | Trustyourroof.comtrustyourroof.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #96 of 328 | Unitedplumbingdrain.comunitedplumbingdrain.com | Other observed source | 1.60% | 3 | 187 | 10 |
| #97 of 328 | 1800waterdamage.com1800waterdamage.com | Other observed source | 1.07% | 2 | 187 | 10 |
| #98 of 328 | 2ndmynd.com2ndmynd.com | Other observed source | 1.07% | 2 | 187 | 10 |
| #99 of 328 | 911restorationtampabay.com911restorationtampabay.com | Other observed source | 1.07% | 2 | 187 | 10 |
| #100 of 328 | 911restorationtampafl.com911restorationtampafl.com | Other observed source | 1.07% | 2 | 187 | 10 |
Showing the first 100 rows from 328 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Local Services / Problem-first research: 328 observed source domains in the leaderboard, measured on 187 observed runs across 10 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/local-services/problem_first. CC BY 4.0.APA
Parrott, J. (2026). Local Services / Problem-first research in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/local-services/problem_first https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mrilocalservicesproblemfirst,
author = {Parrott, Jaxon},
title = {Local Services / Problem-first research 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/local-services/problem_first},
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.