Deep Tech & Hardware

Published segment leaderboard

Deep Tech & Hardware: Is it worth it in the Machine Relations Index

This leaderboard uses only the Deep Tech & Hardware / Is it worth it segment denominator: 232 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs232

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains325

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 325Vlsishuttle.comvlsishuttle.comOther observed source31.03%7223212
#2 of 325Siliconanalysts.comsiliconanalysts.comOther observed source21.55%5023212
#3 of 325Anysilicon.comanysilicon.comOther observed source20.69%4823212
#4 of 325Towersemi.comtowersemi.comOther observed source12.93%3023212
#5 of 325Mst-sg.commst-sg.comOther observed source11.21%2623212
#6 of 325Tompwservice.comtompwservice.comOther observed source11.21%2623212
#7 of 325Dataintelo.comdataintelo.comAnalyst and consulting research9.91%2323212
#8 of 325Patsnap.compatsnap.comOther observed source9.05%2123212
#9 of 325Europractice-ic.comeuropractice-ic.comOther observed source8.62%2023212
#10 of 325Rapid-protos.comrapid-protos.comOther observed source8.19%1923212
#11 of 325Hmaking.comhmaking.comOther observed source7.76%1823212
#12 of 325Ams-osram.comams-osram.comOther observed source7.33%1723212
#13 of 325Makerstage.commakerstage.comOther observed source7.33%1723212
#14 of 325LinkedInlinkedin.comCommunity and social platform6.90%1623212
#15 of 325Substack.comsubstack.comCommunity and social platform6.90%1623212
#16 of 325Analog.comanalog.comOther observed source6.47%1523212
#17 of 325Redditreddit.comCommunity and social platform6.47%1523212
#18 of 325Chipfoundryservices.comchipfoundryservices.comOther observed source5.60%1323212
#19 of 325Wikipediawikipedia.orgAcademic and government source5.60%1323212
#20 of 325Ethz.chethz.chOther observed source5.17%1223212
#21 of 325Ieee.orgieee.orgAcademic and government source5.17%1223212
#22 of 325Sciencedirect.comsciencedirect.comAcademic and government source5.17%1223212
#23 of 325Semiengineering.comsemiengineering.comOther observed source5.17%1223212
#24 of 325Tomshardware.comtomshardware.comOther observed source5.17%1223212
#25 of 325Gf.comgf.comOther observed source4.74%1123212
#26 of 325Photondelta.comphotondelta.comOther observed source4.74%1123212
#27 of 325Stackexchange.comstackexchange.comCommunity and social platform4.74%1123212
#28 of 325TechRadartechradar.comEditorial publication4.74%1123212
#29 of 325Allpcb.comallpcb.comOther observed source4.31%1023212
#30 of 325EE Timeseetimes.comEditorial publication4.31%1023212
#31 of 325Charteredsemi.comcharteredsemi.comEditorial publication3.88%923212
#32 of 325Hightoweradvisors.comhightoweradvisors.comOther observed source3.88%923212
#33 of 325Arxiv.orgarxiv.orgAcademic and government source3.45%823212
#34 of 325Electronic Designelectronicdesign.comEditorial publication3.45%823212
#35 of 325Hontitan.comhontitan.comOther observed source3.02%723212
#36 of 325Photonics.comphotonics.comOther observed source3.02%723212
#37 of 325Rapidaxis.comrapidaxis.comOther observed source3.02%723212
#38 of 325Tsmc.comtsmc.comOther observed source3.02%723212
#39 of 325Xfab.comxfab.comOther observed source3.02%723212
#40 of 325YouTubeyoutube.comSearch or media platform3.02%723212
#41 of 325Financialcontent.comfinancialcontent.comWire and press-release distribution2.59%623212
#42 of 325Honeywellaerospace.comhoneywellaerospace.comOther observed source2.59%623212
#43 of 325Hubs.comhubs.comOther observed source2.59%623212
#44 of 325Marvell.commarvell.comOther observed source2.59%623212
#45 of 325Pgc.com.twpgc.com.twOther observed source2.59%623212
#46 of 325Ptsmake.comptsmake.comOther observed source2.59%623212
#47 of 325Richconn.comrichconn.comOther observed source2.59%623212
#48 of 325Alphachips.co.kralphachips.co.krOther observed source2.16%523212
#49 of 325Cnstamping.comcnstamping.comOther observed source2.16%523212
#50 of 325Intel.comintel.comOther observed source2.16%523212
#51 of 325Intelmarketresearch.comintelmarketresearch.comAnalyst and consulting research2.16%523212
#52 of 325KIPOST(키포스트)kipost.netOther observed source2.16%523212
#53 of 325Next.grnext.grOther observed source2.16%523212
#54 of 325Noramark.comnoramark.comOther observed source2.16%523212
#55 of 325Sigcomm.orgsigcomm.orgCommunity and social platform2.16%523212
#56 of 325Spie.orgspie.orgOther observed source2.16%523212
#57 of 325Supercomputing Newssupercomputing.newsEditorial publication2.16%523212
#58 of 325Uspto.govuspto.govAcademic and government source2.16%523212
#59 of 325Wing.vcwing.vcAnalyst and consulting research2.16%523212
#60 of 325Approvedmachining.comapprovedmachining.comOther observed source1.72%423212
#61 of 325Chinamachiningsolutions.comchinamachiningsolutions.comOther observed source1.72%423212
#62 of 325Crmicro.comcrmicro.comOther observed source1.72%423212
#63 of 325Cuhk.edu.hkcuhk.edu.hkAcademic and government source1.72%423212
#64 of 325Deeptech-ventures.comdeeptech-ventures.comOther observed source1.72%423212
#65 of 325Design-reuse.comdesign-reuse.comOther observed source1.72%423212
#66 of 325Einpresswire.comeinpresswire.comWire and press-release distribution1.72%423212
#67 of 325Futurumgroup.comfuturumgroup.comAnalyst and consulting research1.72%423212
#68 of 325Grokipedia.comgrokipedia.comOther observed source1.72%423212
#69 of 325Hal.sciencehal.scienceOther observed source1.72%423212
#70 of 325Hengkometer.comhengkometer.comOther observed source1.72%423212
#71 of 325Idtechex.comidtechex.comOther observed source1.72%423212
#72 of 325Inneos.cominneos.comOther observed source1.72%423212
#73 of 325Lightmatter.colightmatter.coOther observed source1.72%423212
#74 of 325Machining-custom.commachining-custom.comOther observed source1.72%423212
#75 of 325Met3dp.commet3dp.comOther observed source1.72%423212
#76 of 325Pakcrypt.orgpakcrypt.orgOther observed source1.72%423212
#77 of 325Poet-technologies.compoet-technologies.comOther observed source1.72%423212
#78 of 325Rapidefficient.comrapidefficient.comOther observed source1.72%423212
#79 of 325Rising Kashmirrisingkashmir.comEditorial publication1.72%423212
#80 of 325Samsung.comsamsung.comOther observed source1.72%423212
#81 of 325Semiwiki.comsemiwiki.comCommunity and social platform1.72%423212
#82 of 325Sensorso.comsensorso.comOther observed source1.72%423212
#83 of 325Sotonfab.co.uksotonfab.co.ukOther observed source1.72%423212
#84 of 325St.comst.comOther observed source1.72%423212
#85 of 325Techdesignforums.comtechdesignforums.comCommunity and social platform1.72%423212
#86 of 325Tekmos.comtekmos.comOther observed source1.72%423212
#87 of 325Tickeron.comtickeron.comOther observed source1.72%423212
#88 of 325Ttp.comttp.comOther observed source1.72%423212
#89 of 325Uprojectspartner.comuprojectspartner.comOther observed source1.72%423212
#90 of 325Vlsifacts.comvlsifacts.comOther observed source1.72%423212
#91 of 325Allenpress.comallenpress.comOther observed source1.29%323212
#92 of 325Anebon.comanebon.comOther observed source1.29%323212
#93 of 325Atlas-scientific.comatlas-scientific.comOther observed source1.29%323212
#94 of 325Cfraresearch.comcfraresearch.comOther observed source1.29%323212
#95 of 325Cnctitanium.comcnctitanium.comOther observed source1.29%323212
#96 of 325Datamintelligence.comdatamintelligence.comAnalyst and consulting research1.29%323212
#97 of 325Design Newsdesignnews.comEditorial publication1.29%323212
#98 of 325E-bi.come-bi.comOther observed source1.29%323212
#99 of 325Elektorelektormagazine.comEditorial publication1.29%323212
#100 of 325Equipic.comequipic.comOther observed source1.29%323212

Showing the first 100 rows from 325 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Deep Tech & Hardware / Is it worth it: 325 observed source domains in the leaderboard, measured on 232 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/is_x_worth. CC BY 4.0.
APA
Parrott, J. (2026). Deep Tech & Hardware / 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/deep-tech-hardware/is_x_worth https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrideeptechhardwareisxworth,
  author = {Parrott, Jaxon},
  title = {Deep Tech \& Hardware / 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/deep-tech-hardware/is_x_worth},
  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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