Professional Services

Collecting segment

Professional Services: Problem-first research in the Machine Relations Index

Collecting observations. This segment has 106 observed answer runs across 6 dates; no mature rate, rank, or winner is published.

MarkdownPublic JSONRelease manifest
StateCollecting

Collection began 2026-10-14.

Observed runs106

Segment-specific denominator. Not the overall domain denominator.

Run dates6

Release floor: 7 dates.

Observed domains184

Only released domains with evidence in this exact segment.

Observed domains

Collecting observations, no mature leaderboard

Rows show sample progress only. Missing mature rates and ranks are unavailable, not zero.

SourceSource roleCited runsObserved runsRun datesState
Smestrategy.netsmestrategy.netOther observed source101066Collecting observations
Umbrex.comumbrex.comOther observed source101066Collecting observations
LinkedInlinkedin.comCommunity and social platform81066Collecting observations
Lsaglobal.comlsaglobal.comOther observed source81066Collecting observations
Mondo.commondo.comOther observed source81066Collecting observations
Corporatefinanceinstitute.comcorporatefinanceinstitute.comAnalyst and consulting research71066Collecting observations
Spiderstrategies.comspiderstrategies.comOther observed source71066Collecting observations
Stewartleadership.comstewartleadership.comOther observed source61066Collecting observations
Strategyframe.aistrategyframe.aiOther observed source61066Collecting observations
Strategyhub.iostrategyhub.ioVendor-owned source61066Collecting observations
Empiraa.comempiraa.comOther observed source51066Collecting observations
Katahdingroup.comkatahdingroup.comOther observed source51066Collecting observations
Gallup.comgallup.comAnalyst and consulting research41066Collecting observations
Heidrick.comheidrick.comOther observed source41066Collecting observations
In-sight.ccin-sight.ccOther observed source41066Collecting observations
Leadershiftinsights.comleadershiftinsights.comOther observed source41066Collecting observations
Accounovation.comaccounovation.comOther observed source31066Collecting observations
Adobe.comadobe.comVendor-owned source31066Collecting observations
Anthemeap.comanthemeap.comOther observed source31066Collecting observations
Arielgroup.comarielgroup.comOther observed source31066Collecting observations
Bcg.combcg.comAnalyst and consulting research31066Collecting observations
Bsg-edge.combsg-edge.comOther observed source31066Collecting observations
Clarityandcoherence.comclarityandcoherence.comOther observed source31066Collecting observations
Ellty.comellty.comVendor-owned source31066Collecting observations
Forsmallnonprofits.comforsmallnonprofits.comOther observed source31066Collecting observations
Handle.aehandle.aeOther observed source31066Collecting observations
Helpguide.orghelpguide.orgAcademic and government source31066Collecting observations
Ipmcinc.comipmcinc.comOther observed source31066Collecting observations
Leadstrat.comleadstrat.comOther observed source31066Collecting observations
Mrmattdavies.memrmattdavies.meOther observed source31066Collecting observations
Oawilliamsconsulting.comoawilliamsconsulting.comOther observed source31066Collecting observations
Stripe.comstripe.comVendor-owned source31066Collecting observations
Advisorynavigator.comadvisorynavigator.comOther observed source21066Collecting observations
Agileseekers.comagileseekers.comOther observed source21066Collecting observations
Arrowheadconsulting.comarrowheadconsulting.comOther observed source21066Collecting observations
Beaconnonprofit.combeaconnonprofit.comOther observed source21066Collecting observations
Capitalone.comcapitalone.comOther observed source21066Collecting observations
Chiefexecutive.netchiefexecutive.netOther observed source21066Collecting observations
Chro-strategy.comchro-strategy.comOther observed source21066Collecting observations
Clearmissionconsulting.comclearmissionconsulting.comOther observed source21066Collecting observations
Cripps.co.ukcripps.co.ukOther observed source21066Collecting observations
Crv.comcrv.comAnalyst and consulting research21066Collecting observations
Digitaladvisory.comdigitaladvisory.comOther observed source21066Collecting observations
Ephektiv.coephektiv.coOther observed source21066Collecting observations
Extraordinaryteam.comextraordinaryteam.comOther observed source21066Collecting observations
Gilsongray.co.ukgilsongray.co.ukOther observed source21066Collecting observations
Icon.partnersicon.partnersOther observed source21066Collecting observations
Jpmorgan.comjpmorgan.comAnalyst and consulting research21066Collecting observations
Karrikinsgroup.comkarrikinsgroup.comOther observed source21066Collecting observations
Kca-consultants.comkca-consultants.comOther observed source21066Collecting observations
Leadershipinfocus.caleadershipinfocus.caOther observed source21066Collecting observations
Lizkislik.comlizkislik.comOther observed source21066Collecting observations
Mercury.commercury.comOther observed source21066Collecting observations
Missioninc.co.ukmissioninc.co.ukOther observed source21066Collecting observations
Missionintelsystems.commissionintelsystems.comOther observed source21066Collecting observations
Mit.edumit.eduAcademic and government source21066Collecting observations
Neogroup.comneogroup.comOther observed source21066Collecting observations
Punchfinancial.compunchfinancial.comOther observed source21066Collecting observations
Scottmadden.comscottmadden.comOther observed source21066Collecting observations
Sprintlaw.co.uksprintlaw.co.ukOther observed source21066Collecting observations
Tability.iotability.ioOther observed source21066Collecting observations
Theledgerlabs.comtheledgerlabs.comOther observed source21066Collecting observations
Theoath-me.comtheoath-me.comOther observed source21066Collecting observations
Torch.iotorch.ioOther observed source21066Collecting observations
Unicornlabs.caunicornlabs.caOther observed source21066Collecting observations
Watkinsfirm.comwatkinsfirm.comOther observed source21066Collecting observations
Wipfli.comwipfli.comOther observed source21066Collecting observations
Zrgpartners.comzrgpartners.comOther observed source21066Collecting observations
8cast.co8cast.coOther observed source11066Collecting observations
Academia.eduacademia.eduAcademic and government source11066Collecting observations
Achieveit.comachieveit.comOther observed source11066Collecting observations
Aglcoaching.comaglcoaching.comOther observed source11066Collecting observations
Ahri.com.auahri.com.auOther observed source11066Collecting observations
Aileron.orgaileron.orgOther observed source11066Collecting observations
Americanbar.orgamericanbar.orgAcademic and government source11066Collecting observations
Asaecenter.orgasaecenter.orgOther observed source11066Collecting observations
Asbtdc.orgasbtdc.orgOther observed source11066Collecting observations
Atlaspeople.ioatlaspeople.ioOther observed source11066Collecting observations
Automationalley.comautomationalley.comOther observed source11066Collecting observations
Balancedscorecard.orgbalancedscorecard.orgOther observed source11066Collecting observations
Bark.combark.comOther observed source11066Collecting observations
Batonglobal.combatonglobal.comOther observed source11066Collecting observations
Bdc.cabdc.caAnalyst and consulting research11066Collecting observations
Bonadio.combonadio.comOther observed source11066Collecting observations
Bookkeepersanonymous.combookkeepersanonymous.comOther observed source11066Collecting observations
Braveheartconsultants.combraveheartconsultants.comOther observed source11066Collecting observations
Buildingmomentum.infobuildingmomentum.infoOther observed source11066Collecting observations
Burklandassociates.comburklandassociates.comOther observed source11066Collecting observations
Businessandfamilylawyers.combusinessandfamilylawyers.comOther observed source11066Collecting observations
Businesslineer.combusinesslineer.comOther observed source11066Collecting observations
Centricconsulting.comcentricconsulting.comOther observed source11066Collecting observations
CEO Official Magceofficialmag.comOther observed source11066Collecting observations
Certumsolutions.comcertumsolutions.comOther observed source11066Collecting observations
Clearpointstrategy.comclearpointstrategy.comOther observed source11066Collecting observations
Cmoe.comcmoe.comOther observed source11066Collecting observations
Cocountant.comcocountant.comOther observed source11066Collecting observations
Cohesivestrategygroup.comcohesivestrategygroup.comOther observed source11066Collecting observations
Consciousbusiness.comconsciousbusiness.comOther observed source11066Collecting observations
Consultnonprofit.comconsultnonprofit.comOther observed source11066Collecting observations
Coyotewealth.comcoyotewealth.comOther observed source11066Collecting observations

Showing the first 100 rows from 184 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Professional Services / Problem-first research: collecting observations across 106 observed runs and 6 dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/professional-services/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). Professional 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/professional-services/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriprofessionalservicesproblemfirst,
  author = {Parrott, Jaxon},
  title = {Professional 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/professional-services/problem_first},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

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.

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