Deep Tech & Hardware

Published segment leaderboard

Deep Tech & Hardware: Comparisons in the Machine Relations Index

This leaderboard uses only the Deep Tech & Hardware / Comparisons segment denominator: 239 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs239

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains260

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.

RankSourceSource roleCitation rateCited runsObserved runsRun dates
#1 of 260Nvidia.comnvidia.comVendor-owned source16.74%4023912
#2 of 260YouTubeyoutube.comSearch or media platform16.32%3923912
#3 of 260Ieee.orgieee.orgAcademic and government source13.39%3223912
#4 of 260Redditreddit.comCommunity and social platform12.97%3123912
#5 of 260Ti.comti.comOther observed source12.55%3023912
#6 of 260Ultralibrarian.comultralibrarian.comOther observed source11.72%2823912
#7 of 260Avnet.comavnet.comOther observed source10.88%2623912
#8 of 260Tenxerlabs.comtenxerlabs.comOther observed source10.04%2423912
#9 of 260Mdpi.commdpi.comOther observed source9.21%2223912
#10 of 260Geniatech.comgeniatech.comOther observed source8.79%2123912
#11 of 260Patsnap.compatsnap.comOther observed source8.79%2123912
#12 of 260Flywing-tech.comflywing-tech.comOther observed source7.95%1923912
#13 of 260Power Electronics Newspowerelectronicsnews.comEditorial publication7.95%1923912
#14 of 260Jlcpcb.comjlcpcb.comOther observed source7.53%1823912
#15 of 260Wevolver.comwevolver.comOther observed source7.53%1823912
#16 of 260LinkedInlinkedin.comCommunity and social platform6.28%1523912
#17 of 260Savant-ai.iosavant-ai.ioOther observed source6.28%1523912
#18 of 260Bestpcbs.combestpcbs.comOther observed source5.86%1423912
#19 of 260Cas.orgcas.orgOther observed source5.86%1423912
#20 of 260Digikey.comdigikey.comOther observed source5.86%1423912
#21 of 260Mgrid.orgmgrid.orgOther observed source5.86%1423912
#22 of 260Nextpcb.comnextpcb.comOther observed source5.86%1423912
#23 of 260Intechhouse.comintechhouse.comOther observed source5.44%1323912
#24 of 260Arxiv.orgarxiv.orgAcademic and government source5.02%1223912
#25 of 260Csmantech.orgcsmantech.orgOther observed source5.02%1223912
#26 of 260Hackster.iohackster.ioOther observed source5.02%1223912
#27 of 260Microchipusa.commicrochipusa.comOther observed source5.02%1223912
#28 of 260Promwad.compromwad.comVendor-owned source5.02%1223912
#29 of 260Richardsonrfpd.comrichardsonrfpd.comOther observed source4.60%1123912
#30 of 260Qscompute.comqscompute.comOther observed source4.18%1023912
#31 of 260We-online.comwe-online.comOther observed source4.18%1023912
#32 of 260Wonderfulchip.comwonderfulchip.comOther observed source4.18%1023912
#33 of 260Element14.comelement14.comOther observed source3.77%923912
#34 of 260Esp32.co.ukesp32.co.ukOther observed source3.77%923912
#35 of 260Fixstars.comfixstars.comOther observed source3.77%923912
#36 of 260NIHnih.govAcademic and government source3.77%923912
#37 of 260Arshon.comarshon.comOther observed source3.35%823912
#38 of 260Connecttech.comconnecttech.comOther observed source3.35%823912
#39 of 260Eepower.comeepower.comOther observed source3.35%823912
#40 of 260Findmychip.comfindmychip.comOther observed source3.35%823912
#41 of 260Imeti.orgimeti.orgOther observed source3.35%823912
#42 of 260Materialsdispatch.commaterialsdispatch.comOther observed source3.35%823912
#43 of 260Projects-house.comprojects-house.comOther observed source3.35%823912
#44 of 260Semanticscholar.orgsemanticscholar.orgOther observed source3.35%823912
#45 of 260AZoMazom.comEditorial publication2.93%723912
#46 of 260Bettlink.combettlink.comOther observed source2.93%723912
#47 of 260Clemson.educlemson.eduAcademic and government source2.93%723912
#48 of 260Dev.todev.toCommunity and social platform2.93%723912
#49 of 260Energy.govenergy.govAcademic and government source2.93%723912
#50 of 260Nature.comnature.comOther observed source2.93%723912
#51 of 260Secitsociety.orgsecitsociety.orgOther observed source2.93%723912
#52 of 260Arrow.comarrow.comOther observed source2.51%623912
#53 of 260Astrodynetdi.comastrodynetdi.comOther observed source2.51%623912
#54 of 260Elecbee.comelecbee.comOther observed source2.51%623912
#55 of 260Farnell.comfarnell.comOther observed source2.51%623912
#56 of 260Ieeker.comieeker.comOther observed source2.51%623912
#57 of 260Lisleapex.comlisleapex.comOther observed source2.51%623912
#58 of 260Mediummedium.comCommunity and social platform2.51%623912
#59 of 260Mozelectronics.commozelectronics.comOther observed source2.51%623912
#60 of 260Piveral.compiveral.comOther observed source2.51%623912
#61 of 260Powerelectronictips.compowerelectronictips.comOther observed source2.51%623912
#62 of 260Researchgate.netresearchgate.netAcademic and government source2.51%623912
#63 of 260Utk.eduutk.eduAcademic and government source2.51%623912
#64 of 260Wiley.comwiley.comOther observed source2.51%623912
#65 of 260Allegromicro.comallegromicro.comOther observed source2.09%523912
#66 of 260Cambridge.orgcambridge.orgOther observed source2.09%523912
#67 of 260Epc-co.comepc-co.comOther observed source2.09%523912
#68 of 260Infineon.cominfineon.comOther observed source2.09%523912
#69 of 260Innovchip.netinnovchip.netOther observed source2.09%523912
#70 of 260Inovasense.cominovasense.comOther observed source2.09%523912
#71 of 260Kickpi.comkickpi.comOther observed source2.09%523912
#72 of 260Osti.govosti.govAcademic and government source2.09%523912
#73 of 260Sciencedirect.comsciencedirect.comAcademic and government source2.09%523912
#74 of 260Semiconductor Todaysemiconductor-today.comEditorial publication2.09%523912
#75 of 260Aestechno.comaestechno.comOther observed source1.67%423912
#76 of 260Ariat-tech.comariat-tech.comOther observed source1.67%423912
#77 of 260Bitechipc.combitechipc.comOther observed source1.67%423912
#78 of 260Bitfoic.combitfoic.comOther observed source1.67%423912
#79 of 260Doi.orgdoi.orgOther observed source1.67%423912
#80 of 260Eevblog.comeevblog.comCommunity and social platform1.67%423912
#81 of 260EmbedSBCembedsbc.comEditorial publication1.67%423912
#82 of 260Embrill.comembrill.comVendor-owned source1.67%423912
#83 of 260Engineering.comengineering.comOther observed source1.67%423912
#84 of 260Poweramericainstitute.orgpoweramericainstitute.orgOther observed source1.67%423912
#85 of 260Power Electronics Magazinepowerelectronicsmagazine.netEditorial publication1.67%423912
#86 of 260Powersystemsdesign.compowersystemsdesign.comOther observed source1.67%423912
#87 of 260Tomshardware.comtomshardware.comOther observed source1.67%423912
#88 of 260Topdiodes.comtopdiodes.comOther observed source1.67%423912
#89 of 260Unipd.itunipd.itOther observed source1.67%423912
#90 of 260Wikipediawikipedia.orgAcademic and government source1.67%423912
#91 of 260Aichiplink.comaichiplink.comOther observed source1.26%323912
#92 of 260Aip.orgaip.orgOther observed source1.26%323912
#93 of 260Cloudfront.netcloudfront.netOther observed source1.26%323912
#94 of 260Digitalmonk.bizdigitalmonk.bizOther observed source1.26%323912
#95 of 260Dyc-electronic.comdyc-electronic.comOther observed source1.26%323912
#96 of 260Electronica.deelectronica.deOther observed source1.26%323912
#97 of 260Electronics-notes.comelectronics-notes.comOther observed source1.26%323912
#98 of 260Electronicsguide.netelectronicsguide.netOther observed source1.26%323912
#99 of 260Forecr.ioforecr.ioOther observed source1.26%323912
#100 of 260Github.comgithub.comCommunity and social platform1.26%323912

Showing the first 100 rows from 260 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Deep Tech & Hardware / Comparisons: 260 observed source domains in the leaderboard, measured on 239 observed runs across 12 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/deep-tech-hardware/x_vs_y. CC BY 4.0.
APA
Parrott, J. (2026). Deep Tech & Hardware / Comparisons in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/deep-tech-hardware/x_vs_y https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrideeptechhardwarexvsy,
  author = {Parrott, Jaxon},
  title = {Deep Tech \& Hardware / Comparisons 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/deep-tech-hardware/x_vs_y},
  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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