Evidence floor met in this release.
Local ServicesStatePublished Observed runs179 Run dates10 Observed domains230
Published segment leaderboard
Local Services: Is it worth it in the Machine Relations Index
This leaderboard uses only the Local Services / Is it worth it 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 230 | Americashousekeeping.comamericashousekeeping.com | Other observed source | 16.76% | 30 | 179 | 10 |
| #2 of 230 | Care.comcare.com | Other observed source | 16.76% | 30 | 179 | 10 |
| #3 of 230 | Thumbtack.comthumbtack.com | Other observed source | 16.20% | 29 | 179 | 10 |
| #4 of 230 | Redditreddit.com | Community and social platform | 15.08% | 27 | 179 | 10 |
| #5 of 230 | Sdlocalpros.comsdlocalpros.com | Other observed source | 12.85% | 23 | 179 | 10 |
| #6 of 230 | Bravomaids.combravomaids.com | Other observed source | 11.73% | 21 | 179 | 10 |
| #7 of 230 | Dentalplans.comdentalplans.com | Other observed source | 11.17% | 20 | 179 | 10 |
| #8 of 230 | Thinkclimatecare.comthinkclimatecare.com | Other observed source | 10.61% | 19 | 179 | 10 |
| #9 of 230 | Dentalsavingsguide.comdentalsavingsguide.com | Other observed source | 10.06% | 18 | 179 | 10 |
| #10 of 230 | Whbcleaning.comwhbcleaning.com | Other observed source | 10.06% | 18 | 179 | 10 |
| #11 of 230 | Angi.comangi.com | Other observed source | 9.50% | 17 | 179 | 10 |
| #12 of 230 | Sparklymaidsandiego.comsparklymaidsandiego.com | Other observed source | 9.50% | 17 | 179 | 10 |
| #13 of 230 | Nookly.conookly.co | Other observed source | 8.94% | 16 | 179 | 10 |
| #14 of 230 | Timberdental.comtimberdental.com | Other observed source | 8.94% | 16 | 179 | 10 |
| #15 of 230 | Primegeniusinc.comprimegeniusinc.com | Other observed source | 7.82% | 14 | 179 | 10 |
| #16 of 230 | Cabshvac.comcabshvac.com | Other observed source | 6.70% | 12 | 179 | 10 |
| #17 of 230 | Countbricks.comcountbricks.com | Other observed source | 5.59% | 10 | 179 | 10 |
| #18 of 230 | Fdhealth.comfdhealth.com | Other observed source | 5.59% | 10 | 179 | 10 |
| #19 of 230 | Sdsparkle.comsdsparkle.com | Other observed source | 5.59% | 10 | 179 | 10 |
| #20 of 230 | Uplevelcleaning.comuplevelcleaning.com | Other observed source | 5.59% | 10 | 179 | 10 |
| #21 of 230 | Broncoheatingandair.combroncoheatingandair.com | Other observed source | 5.03% | 9 | 179 | 10 |
| #22 of 230 | Investopedia.cominvestopedia.com | Other observed source | 5.03% | 9 | 179 | 10 |
| #23 of 230 | Metlahousecleaningsandiego.commetlahousecleaningsandiego.com | Other observed source | 5.03% | 9 | 179 | 10 |
| #24 of 230 | USA Todayusatoday.com | Editorial publication | 5.03% | 9 | 179 | 10 |
| #25 of 230 | Jaguarheatingandair.comjaguarheatingandair.com | Other observed source | 4.47% | 8 | 179 | 10 |
| #26 of 230 | Maid2cleansd.commaid2cleansd.com | Other observed source | 4.47% | 8 | 179 | 10 |
| #27 of 230 | Mutualofomaha.commutualofomaha.com | Other observed source | 4.47% | 8 | 179 | 10 |
| #28 of 230 | Boomcloudapps.comboomcloudapps.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #29 of 230 | Frontrangecleaning.comfrontrangecleaning.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #30 of 230 | Ghac.comghac.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #31 of 230 | Goodrx.comgoodrx.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #32 of 230 | Greenfrogcleaning.comgreenfrogcleaning.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #33 of 230 | Montavilladentalarts.commontavilladentalarts.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #34 of 230 | Sandispots.comsandispots.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #35 of 230 | Taskrabbit.comtaskrabbit.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #36 of 230 | Tidy.comtidy.com | Other observed source | 3.91% | 7 | 179 | 10 |
| #37 of 230 | Alexairheating.comalexairheating.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #38 of 230 | Cigna.comcigna.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #39 of 230 | Dent-ox.comdent-ox.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #40 of 230 | Hirelocal.serviceshirelocal.services | Other observed source | 3.35% | 6 | 179 | 10 |
| #41 of 230 | Humana.comhumana.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #42 of 230 | LegalClaritylegalclarity.org | Editorial publication | 3.35% | 6 | 179 | 10 |
| #43 of 230 | Portland.govportland.gov | Academic and government source | 3.35% | 6 | 179 | 10 |
| #44 of 230 | Realdentalcosts.comrealdentalcosts.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #45 of 230 | Slatenyc.comslatenyc.com | Other observed source | 3.35% | 6 | 179 | 10 |
| #46 of 230 | Alphamechanicals.comalphamechanicals.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #47 of 230 | Alwaysaffordableplumbing.comalwaysaffordableplumbing.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #48 of 230 | Americanenergyair.comamericanenergyair.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #49 of 230 | Bellbroshvac.combellbroshvac.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #50 of 230 | Clarke-rush.comclarke-rush.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #51 of 230 | Cleaningservicesseattle.mecleaningservicesseattle.me | Other observed source | 2.79% | 5 | 179 | 10 |
| #52 of 230 | Dealmechanical.comdealmechanical.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #53 of 230 | Homeadvisor.comhomeadvisor.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #54 of 230 | Homeguide.comhomeguide.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #55 of 230 | Hvacdatabase.comhvacdatabase.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #56 of 230 | Mollymaid.commollymaid.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #57 of 230 | Onetouchcleaners.comonetouchcleaners.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #58 of 230 | Sac-hvac.comsac-hvac.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #59 of 230 | Thecleaningauthority.comthecleaningauthority.com | Other observed source | 2.79% | 5 | 179 | 10 |
| #60 of 230 | Finishedhousecleaning.comfinishedhousecleaning.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #61 of 230 | Hip2save.comhip2save.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #62 of 230 | Homedepot.comhomedepot.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #63 of 230 | Homeyou.comhomeyou.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #64 of 230 | Pearcehvac.compearcehvac.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #65 of 230 | Rayocook.comrayocook.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #66 of 230 | Recommended.apprecommended.app | Other observed source | 2.23% | 4 | 179 | 10 |
| #67 of 230 | Smartasset.comsmartasset.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #68 of 230 | Kitchnthekitchn.com | Editorial publication | 2.23% | 4 | 179 | 10 |
| #69 of 230 | Trane.comtrane.com | Other observed source | 2.23% | 4 | 179 | 10 |
| #70 of 230 | 3dheatingandair.com3dheatingandair.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #71 of 230 | Airtechpros.comairtechpros.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #72 of 230 | Americanstandardair.comamericanstandardair.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #73 of 230 | Amheatingandairconditioning.comamheatingandairconditioning.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #74 of 230 | Archomepros.comarchomepros.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #75 of 230 | As.comas.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #76 of 230 | Atticmanhvac.comatticmanhvac.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #77 of 230 | Bridgetowndental.combridgetowndental.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #78 of 230 | Cgaa.orgcgaa.org | Other observed source | 1.68% | 3 | 179 | 10 |
| #79 of 230 | Christensenair.comchristensenair.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #80 of 230 | Cleanersrated.comcleanersrated.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #81 of 230 | Echahvacsacramento.comechahvacsacramento.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #82 of 230 | Eufy.comeufy.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #83 of 230 | Facebook.comfacebook.com | Community and social platform | 1.68% | 3 | 179 | 10 |
| #84 of 230 | Getquotepro.aigetquotepro.ai | Other observed source | 1.68% | 3 | 179 | 10 |
| #85 of 230 | Groupon.comgroupon.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #86 of 230 | Heilplumbing.comheilplumbing.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #87 of 230 | Hvacregistrar.comhvacregistrar.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #88 of 230 | Kaiserpermanente.orgkaiserpermanente.org | Other observed source | 1.68% | 3 | 179 | 10 |
| #89 of 230 | Leesair.comleesair.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #90 of 230 | Metlife.commetlife.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #91 of 230 | Meximaidscleaningsandiego.commeximaidscleaningsandiego.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #92 of 230 | Portlandmoderndentistry.comportlandmoderndentistry.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #93 of 230 | Powerproplumbing.compowerproplumbing.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #94 of 230 | Prestocleaning.comprestocleaning.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #95 of 230 | Promaxhvac.compromaxhvac.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #96 of 230 | Retirementliving.comretirementliving.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #97 of 230 | Rosecitydentalcare.comrosecitydentalcare.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #98 of 230 | Sofi.comsofi.com | Other observed source | 1.68% | 3 | 179 | 10 |
| #99 of 230 | WebMDwebmd.com | Editorial publication | 1.68% | 3 | 179 | 10 |
| #100 of 230 | Yelp.comyelp.com | Other observed source | 1.68% | 3 | 179 | 10 |
Showing the first 100 rows from 230 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Local Services / Is it worth it: 230 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/is_x_worth. CC BY 4.0.APA
Parrott, J. (2026). Local Services / Is it worth it 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/is_x_worth https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mrilocalservicesisxworth,
author = {Parrott, Jaxon},
title = {Local Services / Is it worth it 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/is_x_worth},
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.