Evidence floor met in this release.
Local ServicesStatePublished Observed runs179 Run dates10 Observed domains293
Published segment leaderboard
Local Services: Best tools in the Machine Relations Index
This leaderboard uses only the Local Services / Best tools segment denominator: 179 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 293 | Angi.comangi.com | Other observed source | 19.55% | 35 | 179 | 10 |
| #2 of 293 | Seattlesimplyclean.comseattlesimplyclean.com | Other observed source | 19.55% | 35 | 179 | 10 |
| #3 of 293 | Thumbtack.comthumbtack.com | Other observed source | 17.88% | 32 | 179 | 10 |
| #4 of 293 | Homeadvisor.comhomeadvisor.com | Other observed source | 12.85% | 23 | 179 | 10 |
| #5 of 293 | Elite-roofs.comelite-roofs.com | Other observed source | 11.73% | 21 | 179 | 10 |
| #6 of 293 | Expertise.comexpertise.com | Other observed source | 11.73% | 21 | 179 | 10 |
| #7 of 293 | Premier-roofing.compremier-roofing.com | Other observed source | 11.73% | 21 | 179 | 10 |
| #8 of 293 | Metrocityroofing.commetrocityroofing.com | Other observed source | 11.17% | 20 | 179 | 10 |
| #9 of 293 | Excelroofing.comexcelroofing.com | Other observed source | 10.61% | 19 | 179 | 10 |
| #10 of 293 | Best Pick Reportsbestpickreports.com | Analyst and consulting research | 10.06% | 18 | 179 | 10 |
| #11 of 293 | Bbb.orgbbb.org | Other observed source | 8.94% | 16 | 179 | 10 |
| #12 of 293 | Cencoroofing.comcencoroofing.com | Other observed source | 8.38% | 15 | 179 | 10 |
| #13 of 293 | Homegeniusexteriors.comhomegeniusexteriors.com | Other observed source | 8.38% | 15 | 179 | 10 |
| #14 of 293 | Tidy.comtidy.com | Other observed source | 8.38% | 15 | 179 | 10 |
| #15 of 293 | Redditreddit.com | Community and social platform | 7.26% | 13 | 179 | 10 |
| #16 of 293 | Seattlesbestmaids.comseattlesbestmaids.com | Other observed source | 7.26% | 13 | 179 | 10 |
| #17 of 293 | Semperfiheatingcooling.comsemperfiheatingcooling.com | Other observed source | 7.26% | 13 | 179 | 10 |
| #18 of 293 | Yahoo Newsyahoo.com | Editorial publication | 7.26% | 13 | 179 | 10 |
| #19 of 293 | Raincitymaids.comraincitymaids.com | Other observed source | 6.70% | 12 | 179 | 10 |
| #20 of 293 | YouTubeyoutube.com | Search or media platform | 6.70% | 12 | 179 | 10 |
| #21 of 293 | Care.comcare.com | Other observed source | 6.15% | 11 | 179 | 10 |
| #22 of 293 | ConsumerAffairsconsumeraffairs.com | Editorial publication | 6.15% | 11 | 179 | 10 |
| #23 of 293 | Forbesforbes.com | Editorial publication | 6.15% | 11 | 179 | 10 |
| #24 of 293 | Precisionexco.comprecisionexco.com | Other observed source | 5.59% | 10 | 179 | 10 |
| #25 of 293 | Serviceagent.aiserviceagent.ai | Vendor-owned source | 5.59% | 10 | 179 | 10 |
| #26 of 293 | Arcmroofers.comarcmroofers.com | Other observed source | 5.03% | 9 | 179 | 10 |
| #27 of 293 | Cedur.comcedur.com | Other observed source | 5.03% | 9 | 179 | 10 |
| #28 of 293 | Firstindenver.comfirstindenver.com | Other observed source | 5.03% | 9 | 179 | 10 |
| #29 of 293 | Gaf.comgaf.com | Other observed source | 5.03% | 9 | 179 | 10 |
| #30 of 293 | Hometress.comhometress.com | Other observed source | 5.03% | 9 | 179 | 10 |
| #31 of 293 | Taskrabbit.comtaskrabbit.com | Other observed source | 5.03% | 9 | 179 | 10 |
| #32 of 293 | Aprillanescleaning.comaprillanescleaning.com | Other observed source | 4.47% | 8 | 179 | 10 |
| #33 of 293 | Denverdeanslist.comdenverdeanslist.com | Other observed source | 4.47% | 8 | 179 | 10 |
| #34 of 293 | Gatesroof.comgatesroof.com | Other observed source | 4.47% | 8 | 179 | 10 |
| #35 of 293 | Greencleaningseattle.comgreencleaningseattle.com | Other observed source | 4.47% | 8 | 179 | 10 |
| #36 of 293 | Homeguide.comhomeguide.com | Other observed source | 4.47% | 8 | 179 | 10 |
| #37 of 293 | Maidpro.commaidpro.com | Other observed source | 4.47% | 8 | 179 | 10 |
| #38 of 293 | Modroofgroup.commodroofgroup.com | Other observed source | 4.47% | 8 | 179 | 10 |
| #39 of 293 | Bestinhood.combestinhood.com | Market and company database | 3.91% | 7 | 179 | 10 |
| #40 of 293 | Fourspc.comfourspc.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #41 of 293 | Gocleenly.comgocleenly.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #42 of 293 | Infinityroofer.cominfinityroofer.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #43 of 293 | Parkerandsons.comparkerandsons.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #44 of 293 | Teamdavelogan.comteamdavelogan.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #45 of 293 | TheRoofingBrieftheroofingbrief.com | Editorial publication | 3.91% | 7 | 179 | 10 |
| #46 of 293 | Bestcoloradoroofers.combestcoloradoroofers.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #47 of 293 | Championair.comchampionair.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #48 of 293 | Cleanupguys.comcleanupguys.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #49 of 293 | Coreroofing.comcoreroofing.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #50 of 293 | Dazzlecompany.comdazzlecompany.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #51 of 293 | Goettl.comgoettl.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #52 of 293 | Recommended.apprecommended.app | Other observed source | 3.35% | 6 | 179 | 10 |
| #53 of 293 | Seattlewashhousecleaning.comseattlewashhousecleaning.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #54 of 293 | Cedarlineclean.comcedarlineclean.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #55 of 293 | Coloradoroofing.orgcoloradoroofing.org | Other observed source | 2.79% | 5 | 179 | 10 |
| #56 of 293 | Ctsairconditioning.comctsairconditioning.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #57 of 293 | Diamondcertified.orgdiamondcertified.org | Other observed source | 2.79% | 5 | 179 | 10 |
| #58 of 293 | Housecleaninggals.comhousecleaninggals.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #59 of 293 | Houzz.comhouzz.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #60 of 293 | Howardair.comhowardair.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #61 of 293 | Northernlightsexteriors.comnorthernlightsexteriors.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #62 of 293 | Seatowncleaners.comseatowncleaners.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #63 of 293 | Seattlegec.comseattlegec.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #64 of 293 | Seattlesparkleclean.comseattlesparkleclean.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #65 of 293 | Solvistaroofing.comsolvistaroofing.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #66 of 293 | Susansgreencleaning.comsusansgreencleaning.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #67 of 293 | Vercel.appvercel.app | Other observed source | 2.79% | 5 | 179 | 10 |
| #68 of 293 | Yelp.comyelp.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #69 of 293 | 730southexteriors.com730southexteriors.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #70 of 293 | Bestprosintown.combestprosintown.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #71 of 293 | Cleaningservicesseattle.comcleaningservicesseattle.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #72 of 293 | Denroofing.comdenroofing.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #73 of 293 | Foothillsfirst.comfoothillsfirst.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #74 of 293 | Gleamurcasa.comgleamurcasa.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #75 of 293 | Groupon.comgroupon.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #76 of 293 | Hansenfamilyplumbing.comhansenfamilyplumbing.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #77 of 293 | Hvac.inchvac.inc | Other observed source | 2.23% | 4 | 179 | 10 |
| #78 of 293 | Mollymaid.commollymaid.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #79 of 293 | Myroofco.commyroofco.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #80 of 293 | Northseattlehousecleaning.comnorthseattlehousecleaning.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #81 of 293 | Professionalroof.comprofessionalroof.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #82 of 293 | Reliableairaz.comreliableairaz.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #83 of 293 | Threebestrated.comthreebestrated.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #84 of 293 | Whirlocal.iowhirlocal.io | Other observed source | 2.23% | 4 | 179 | 10 |
| #85 of 293 | Apexroofingusa.comapexroofingusa.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #86 of 293 | Appleroof.comappleroof.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #87 of 293 | Bestchoiceroofing.combestchoiceroofing.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #88 of 293 | Bluepeaksroofing.combluepeaksroofing.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #89 of 293 | Calebsmanagement.comcalebsmanagement.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #90 of 293 | Centralmechanicalservices.comcentralmechanicalservices.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #91 of 293 | Coldstingerheatingandairconditioning.comcoldstingerheatingandairconditioning.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #92 of 293 | Coolmenllc.comcoolmenllc.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #93 of 293 | Crownroyalbuilders.comcrownroyalbuilders.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #94 of 293 | Dayandnightair.comdayandnightair.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #95 of 293 | Facebook.comfacebook.com | Community and social platform | 1.68% | 3 | 179 | 10 |
| #96 of 293 | Getspruce.comgetspruce.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #97 of 293 | Hobaica.comhobaica.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #98 of 293 | Homematchup.comhomematchup.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #99 of 293 | Maidinthenw.commaidinthenw.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #100 of 293 | Mountaintoproofing.commountaintoproofing.com | Other observed source | 1.68% | 3 | 179 | 10 |
Showing the first 100 rows from 293 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Local Services / Best tools: 293 observed source domains in the leaderboard, measured on 179 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/best_x. CC BY 4.0.APA
Parrott, J. (2026). Local Services / Best tools 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/best_x https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mrilocalservicesbestx,
author = {Parrott, Jaxon},
title = {Local Services / Best tools 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/best_x},
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.