Evidence floor met in this release.
VC & Private EquityStatePublished Observed runs91 Run dates7 Observed domains128
Published segment leaderboard
VC & Private Equity: Best tools in the Machine Relations Index
This leaderboard uses only the VC & Private Equity / Best tools segment denominator: 91 observed answer runs across 7 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 128 | Coyotewealth.comcoyotewealth.com | Other observed source | 28.57% | 26 | 91 | 7 |
| #2 of 128 | Allocations.comallocations.com | Other observed source | 27.47% | 25 | 91 | 7 |
| #3 of 128 | Vcbeast.comvcbeast.com | Other observed source | 23.08% | 21 | 91 | 7 |
| #4 of 128 | Hebbia.comhebbia.com | Vendor-owned source | 20.88% | 19 | 91 | 7 |
| #5 of 128 | Ctacquisitions.comctacquisitions.com | Other observed source | 17.58% | 16 | 91 | 7 |
| #6 of 128 | Meridian-ai.commeridian-ai.com | Other observed source | 16.48% | 15 | 91 | 7 |
| #7 of 128 | Finallyfundadmin.comfinallyfundadmin.com | Other observed source | 14.29% | 13 | 91 | 7 |
| #8 of 128 | Privsource.comprivsource.com | Analyst and consulting research | 12.09% | 11 | 91 | 7 |
| #9 of 128 | Axial.netaxial.net | Other observed source | 10.99% | 10 | 91 | 7 |
| #10 of 128 | Inven.aiinven.ai | Other observed source | 9.89% | 9 | 91 | 7 |
| #11 of 128 | Sourcecodeals.comsourcecodeals.com | Analyst and consulting research | 9.89% | 9 | 91 | 7 |
| #12 of 128 | Carta.comcarta.com | Other observed source | 8.79% | 8 | 91 | 7 |
| #13 of 128 | Affinity.coaffinity.co | Analyst and consulting research | 7.69% | 7 | 91 | 7 |
| #14 of 128 | Harmonic.aiharmonic.ai | Other observed source | 7.69% | 7 | 91 | 7 |
| #15 of 128 | Sganalytics.comsganalytics.com | Other observed source | 7.69% | 7 | 91 | 7 |
| #16 of 128 | Articuler.aiarticuler.ai | Other observed source | 6.59% | 6 | 91 | 7 |
| #17 of 128 | Ceviche.aiceviche.ai | Analyst and consulting research | 6.59% | 6 | 91 | 7 |
| #18 of 128 | SourceForgesourceforge.net | Market and company database | 6.59% | 6 | 91 | 7 |
| #19 of 128 | Spectup.comspectup.com | Other observed source | 6.59% | 6 | 91 | 7 |
| #20 of 128 | Substack.comsubstack.com | Community and social platform | 6.59% | 6 | 91 | 7 |
| #21 of 128 | Worldmetrics.orgworldmetrics.org | Analyst and consulting research | 6.59% | 6 | 91 | 7 |
| #22 of 128 | Abax.fundabax.fund | Other observed source | 5.49% | 5 | 91 | 7 |
| #23 of 128 | Dealflow.comdealflow.com | Analyst and consulting research | 5.49% | 5 | 91 | 7 |
| #24 of 128 | Fi.cofi.co | Other observed source | 5.49% | 5 | 91 | 7 |
| #25 of 128 | Finantrix.comfinantrix.com | Other observed source | 5.49% | 5 | 91 | 7 |
| #26 of 128 | Irongatemarkets.ioirongatemarkets.io | Other observed source | 5.49% | 5 | 91 | 7 |
| #27 of 128 | Qubit.capitalqubit.capital | Market and company database | 5.49% | 5 | 91 | 7 |
| #28 of 128 | Zipdo.cozipdo.co | Analyst and consulting research | 5.49% | 5 | 91 | 7 |
| #29 of 128 | Arkpes.comarkpes.com | Other observed source | 4.40% | 4 | 91 | 7 |
| #30 of 128 | Conceptor.aiconceptor.ai | Analyst and consulting research | 4.40% | 4 | 91 | 7 |
| #31 of 128 | Dealorb.aidealorb.ai | Other observed source | 4.40% | 4 | 91 | 7 |
| #32 of 128 | Gitnux.orggitnux.org | Analyst and consulting research | 4.40% | 4 | 91 | 7 |
| #33 of 128 | Navfundservices.comnavfundservices.com | Vendor-owned source | 4.40% | 4 | 91 | 7 |
| #34 of 128 | Vessel.covessel.co | Analyst and consulting research | 4.40% | 4 | 91 | 7 |
| #35 of 128 | Bizscout.combizscout.com | Other observed source | 3.30% | 3 | 91 | 7 |
| #36 of 128 | Ceruleanos.comceruleanos.com | Other observed source | 3.30% | 3 | 91 | 7 |
| #37 of 128 | Dealpointcapitalnetwork.comdealpointcapitalnetwork.com | Other observed source | 3.30% | 3 | 91 | 7 |
| #38 of 128 | Fund-core.comfund-core.com | Other observed source | 3.30% | 3 | 91 | 7 |
| #39 of 128 | Fundcount.comfundcount.com | Other observed source | 3.30% | 3 | 91 | 7 |
| #40 of 128 | Grata.comgrata.com | Other observed source | 3.30% | 3 | 91 | 7 |
| #41 of 128 | Guideflow.comguideflow.com | Other observed source | 3.30% | 3 | 91 | 7 |
| #42 of 128 | Pemarket.compemarket.com | Analyst and consulting research | 3.30% | 3 | 91 | 7 |
| #43 of 128 | Searchfundplus.comsearchfundplus.com | Other observed source | 3.30% | 3 | 91 | 7 |
| #44 of 128 | Searchloop.aisearchloop.ai | Other observed source | 3.30% | 3 | 91 | 7 |
| #45 of 128 | Acquiry.comacquiry.com | Other observed source | 2.20% | 2 | 91 | 7 |
| #46 of 128 | Business Insiderbusinessinsider.com | Editorial publication | 2.20% | 2 | 91 | 7 |
| #47 of 128 | Business Wirebusinesswire.com | Wire and press-release distribution | 2.20% | 2 | 91 | 7 |
| #48 of 128 | Danishleadco.iodanishleadco.io | Other observed source | 2.20% | 2 | 91 | 7 |
| #49 of 128 | Dealtree.aidealtree.ai | Analyst and consulting research | 2.20% | 2 | 91 | 7 |
| #50 of 128 | G2g2.com | Market and company database | 2.20% | 2 | 91 | 7 |
| #51 of 128 | Glassdoor.comglassdoor.com | Other observed source | 2.20% | 2 | 91 | 7 |
| #52 of 128 | Globalcustodian.comglobalcustodian.com | Other observed source | 2.20% | 2 | 91 | 7 |
| #53 of 128 | Gopitcrew.comgopitcrew.com | Other observed source | 2.20% | 2 | 91 | 7 |
| #54 of 128 | Helmiq.nethelmiq.net | Analyst and consulting research | 2.20% | 2 | 91 | 7 |
| #55 of 128 | Incorporation.fundincorporation.fund | Other observed source | 2.20% | 2 | 91 | 7 |
| #56 of 128 | Intralinks.comintralinks.com | Vendor-owned source | 2.20% | 2 | 91 | 7 |
| #57 of 128 | Investmentmanagementpro.cominvestmentmanagementpro.com | Other observed source | 2.20% | 2 | 91 | 7 |
| #58 of 128 | Joinbuybox.comjoinbuybox.com | Other observed source | 2.20% | 2 | 91 | 7 |
| #59 of 128 | Kendral.uskendral.us | Other observed source | 2.20% | 2 | 91 | 7 |
| #60 of 128 | Nst.com.mynst.com.my | Other observed source | 2.20% | 2 | 91 | 7 |
| #61 of 128 | Praxisrock.compraxisrock.com | Analyst and consulting research | 2.20% | 2 | 91 | 7 |
| #62 of 128 | Rubi.airubi.ai | Other observed source | 2.20% | 2 | 91 | 7 |
| #63 of 128 | Searcheros.aisearcheros.ai | Other observed source | 2.20% | 2 | 91 | 7 |
| #64 of 128 | Sparkletechnologies.comsparkletechnologies.com | Analyst and consulting research | 2.20% | 2 | 91 | 7 |
| #65 of 128 | Synthrosearch.comsynthrosearch.com | Other observed source | 2.20% | 2 | 91 | 7 |
| #66 of 128 | Webflow.iowebflow.io | Other observed source | 2.20% | 2 | 91 | 7 |
| #67 of 128 | Workwisesolutions.orgworkwisesolutions.org | Analyst and consulting research | 2.20% | 2 | 91 | 7 |
| #68 of 128 | Yourstory.comyourstory.com | Other observed source | 2.20% | 2 | 91 | 7 |
| #69 of 128 | Acqwired.comacqwired.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #70 of 128 | Advisor1.comadvisor1.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #71 of 128 | Alpha-maven.comalpha-maven.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #72 of 128 | Altss.comaltss.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #73 of 128 | Anadea.infoanadea.info | Other observed source | 1.10% | 1 | 91 | 7 |
| #74 of 128 | Anduintransact.comanduintransact.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #75 of 128 | Axiobench.comaxiobench.com | Analyst and consulting research | 1.10% | 1 | 91 | 7 |
| #76 of 128 | Bolots.kybolots.ky | Analyst and consulting research | 1.10% | 1 | 91 | 7 |
| #77 of 128 | Cavella.iocavella.io | Other observed source | 1.10% | 1 | 91 | 7 |
| #78 of 128 | Convergenceinc.comconvergenceinc.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #79 of 128 | Crustdata.comcrustdata.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #80 of 128 | Cscglobal.comcscglobal.com | Analyst and consulting research | 1.10% | 1 | 91 | 7 |
| #81 of 128 | Dakota.comdakota.com | Vendor-owned source | 1.10% | 1 | 91 | 7 |
| #82 of 128 | Dealdogs.aidealdogs.ai | Other observed source | 1.10% | 1 | 91 | 7 |
| #83 of 128 | Dealgenpartners.comdealgenpartners.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #84 of 128 | Dealsourcesystems.comdealsourcesystems.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #85 of 128 | Dealsuite.comdealsuite.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #86 of 128 | Dealvelocity.iodealvelocity.io | Other observed source | 1.10% | 1 | 91 | 7 |
| #87 of 128 | Debreu.aidebreu.ai | Other observed source | 1.10% | 1 | 91 | 7 |
| #88 of 128 | Deepblueventures.codeepblueventures.co | Other observed source | 1.10% | 1 | 91 | 7 |
| #89 of 128 | Delbrix.comdelbrix.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #90 of 128 | Economy.aceconomy.ac | Analyst and consulting research | 1.10% | 1 | 91 | 7 |
| #91 of 128 | Eisneramper.comeisneramper.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #92 of 128 | Ensun.ioensun.io | Other observed source | 1.10% | 1 | 91 | 7 |
| #93 of 128 | Financialservicesreview.comfinancialservicesreview.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #94 of 128 | Folk.appfolk.app | Other observed source | 1.10% | 1 | 91 | 7 |
| #95 of 128 | Freepng.comfreepng.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #96 of 128 | Fundlaunch.comfundlaunch.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #97 of 128 | Gen2fund.comgen2fund.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #98 of 128 | Globalcapitalnetwork.comglobalcapitalnetwork.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #99 of 128 | Goreuben.comgoreuben.com | Other observed source | 1.10% | 1 | 91 | 7 |
| #100 of 128 | Growthfactor.aigrowthfactor.ai | Other observed source | 1.10% | 1 | 91 | 7 |
Showing the first 100 rows from 128 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. VC & Private Equity / Best tools: 128 observed source domains in the leaderboard, measured on 91 observed runs across 7 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/vc-private-equity/best_x. CC BY 4.0.APA
Parrott, J. (2026). VC & Private Equity / 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/vc-private-equity/best_x https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mrivcprivateequitybestx,
author = {Parrott, Jaxon},
title = {VC \& Private Equity / 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/vc-private-equity/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.