Deep Tech & Hardware

Published segment leaderboard

Deep Tech & Hardware: Best tools in the Machine Relations Index

This leaderboard uses only the Deep Tech & Hardware / Best tools segment denominator: 250 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs250

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains527

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 527Arxiv.orgarxiv.orgAcademic and government source19.20%4825012
#2 of 527AIMultipleaimultiple.comEditorial publication15.60%3925012
#3 of 527Openelab.ioopenelab.ioOther observed source14.00%3525012
#4 of 527Smartbotparts.comsmartbotparts.comOther observed source11.60%2925012
#5 of 527Redditreddit.comCommunity and social platform11.20%2825012
#6 of 527Generationrobots.comgenerationrobots.comOther observed source10.00%2525012
#7 of 527Patsnap.compatsnap.comOther observed source9.60%2425012
#8 of 527Hokuyo-usa.comhokuyo-usa.comOther observed source9.20%2325012
#9 of 527Orbbec.comorbbec.comOther observed source8.40%2125012
#10 of 527YouTubeyoutube.comSearch or media platform8.40%2125012
#11 of 527Geniatech.comgeniatech.comOther observed source8.00%2025012
#12 of 527Chip.computerchip.computerOther observed source7.60%1925012
#13 of 527Lidarseek.comlidarseek.comOther observed source7.60%1925012
#14 of 527Allpcb.comallpcb.comOther observed source6.80%1725012
#15 of 527NIHnih.govAcademic and government source6.80%1725012
#16 of 527Predictabledesigns.compredictabledesigns.comOther observed source6.80%1725012
#17 of 527Roboticscenter.airoboticscenter.aiOther observed source6.80%1725012
#18 of 527Mediummedium.comCommunity and social platform6.00%1525012
#19 of 527Ti.comti.comOther observed source6.00%1525012
#20 of 527LinkedInlinkedin.comCommunity and social platform5.60%1425012
#21 of 527Mdpi.commdpi.comOther observed source5.60%1425012
#22 of 527Cratustech.comcratustech.comOther observed source5.20%1325012
#23 of 527Edn.comedn.comOther observed source5.20%1325012
#24 of 527SiliconReportsiliconreport.comOther observed source5.20%1325012
#25 of 527Openelab.comopenelab.comOther observed source4.80%1225012
#26 of 527Qualcomm.comqualcomm.comOther observed source4.80%1225012
#27 of 527Uvation.comuvation.comOther observed source4.80%1225012
#28 of 527Alibaba.comalibaba.comOther observed source4.40%1125012
#29 of 527Done.landdone.landOther observed source4.40%1125012
#30 of 527Hailo.aihailo.aiOther observed source4.40%1125012
#31 of 527Hesaitech.comhesaitech.comOther observed source4.40%1125012
#32 of 527Mrdvs.commrdvs.comOther observed source4.40%1125012
#33 of 527Neuchips.aineuchips.aiOther observed source4.40%1125012
#34 of 527Renesas.comrenesas.comOther observed source4.40%1125012
#35 of 527Stereolabs.comstereolabs.comOther observed source4.40%1125012
#36 of 527Tomshardware.comtomshardware.comOther observed source4.40%1125012
#37 of 527Us-lidar.comus-lidar.comOther observed source4.40%1125012
#38 of 527Electronics-lab.comelectronics-lab.comOther observed source4.00%1025012
#39 of 527Engineeridea.comengineeridea.comOther observed source4.00%1025012
#40 of 527Flux.aiflux.aiOther observed source4.00%1025012
#41 of 527Github.comgithub.comCommunity and social platform4.00%1025012
#42 of 527Industrialsafetysensor.comindustrialsafetysensor.comOther observed source4.00%1025012
#43 of 527Electronicsdesign.auelectronicsdesign.auOther observed source3.60%925012
#44 of 527Indrorobotics.comindrorobotics.comOther observed source3.60%925012
#45 of 527Jaycon.comjaycon.comOther observed source3.60%925012
#46 of 527Nvidia.comnvidia.comVendor-owned source3.60%925012
#47 of 527Rdp.inrdp.inOther observed source3.60%925012
#48 of 527Researchgate.netresearchgate.netAcademic and government source3.60%925012
#49 of 527Sensorlidar.comsensorlidar.comOther observed source3.60%925012
#50 of 527Smashingrobotics.comsmashingrobotics.comOther observed source3.60%925012
#51 of 527Wonderfulpcb.comwonderfulpcb.comOther observed source3.60%925012
#52 of 527Gideon.aigideon.aiOther observed source3.20%825012
#53 of 527Hycmoop.comhycmoop.comOther observed source3.20%825012
#54 of 527Jaycarlson.netjaycarlson.netOther observed source3.20%825012
#55 of 527Lembergsolutions.comlembergsolutions.comOther observed source3.20%825012
#56 of 527Myrobotproject.commyrobotproject.comOther observed source3.20%825012
#57 of 527Sciencedirect.comsciencedirect.comAcademic and government source3.20%825012
#58 of 527Siliconflow.comsiliconflow.comVendor-owned source3.20%825012
#59 of 527Troylendman.comtroylendman.comOther observed source3.20%825012
#60 of 527Ultralibrarian.comultralibrarian.comOther observed source3.20%825012
#61 of 527Accio.comaccio.comOther observed source2.80%725012
#62 of 527Adafruit.comadafruit.comOther observed source2.80%725012
#63 of 527Avnet.comavnet.comOther observed source2.80%725012
#64 of 527Bestgpusforai.combestgpusforai.comOther observed source2.80%725012
#65 of 527Cmu.educmu.eduAcademic and government source2.80%725012
#66 of 527Digikey.comdigikey.comOther observed source2.80%725012
#67 of 527Livoxtech.comlivoxtech.comOther observed source2.80%725012
#68 of 527Nordicsemi.comnordicsemi.comOther observed source2.80%725012
#69 of 527Ouster.comouster.comOther observed source2.80%725012
#70 of 527St.comst.comOther observed source2.80%725012
#71 of 527Substack.comsubstack.comCommunity and social platform2.80%725012
#72 of 527Tinytronics.nltinytronics.nlOther observed source2.80%725012
#73 of 527Wikipediawikipedia.orgAcademic and government source2.80%725012
#74 of 527Acroname.comacroname.comOther observed source2.40%625012
#75 of 527Ai Journalaijourn.comEditorial publication2.40%625012
#76 of 527Altium.comaltium.comOther observed source2.40%625012
#77 of 527Electromaker.ioelectromaker.ioOther observed source2.40%625012
#78 of 527Ieee.orgieee.orgAcademic and government source2.40%625012
#79 of 527Industrial Monitor Directindustrialmonitordirect.comOther observed source2.40%625012
#80 of 527Levelfivesupplies.comlevelfivesupplies.comOther observed source2.40%625012
#81 of 527Mlcommons.orgmlcommons.orgOther observed source2.40%625012
#82 of 527Nxp.comnxp.comOther observed source2.40%625012
#83 of 527Robosense.airobosense.aiOther observed source2.40%625012
#84 of 527TechStoriesstechstoriess.comEditorial publication2.40%625012
#85 of 527Uspto.govuspto.govAcademic and government source2.40%625012
#86 of 527Xjtlu.edu.cnxjtlu.edu.cnOther observed source2.40%625012
#87 of 527Allaboutcircuits.comallaboutcircuits.comOther observed source2.00%525012
#88 of 527Avai.aiavai.aiOther observed source2.00%525012
#89 of 527Axelera.aiaxelera.aiOther observed source2.00%525012
#90 of 527Hackster.iohackster.ioOther observed source2.00%525012
#91 of 527Ic-vietnam.com.vnic-vietnam.com.vnOther observed source2.00%525012
#92 of 527Intuitionlabs.aiintuitionlabs.aiVendor-owned source2.00%525012
#93 of 527Jlcpcb.comjlcpcb.comOther observed source2.00%525012
#94 of 527Market.usmarket.usMarket and company database2.00%525012
#95 of 527Marketresearchtelecast.commarketresearchtelecast.comAnalyst and consulting research2.00%525012
#96 of 527Nexty-ele.comnexty-ele.comOther observed source2.00%525012
#97 of 527Pivoratech.compivoratech.comOther observed source2.00%525012
#98 of 527Rs-online.comrs-online.comVendor-owned source2.00%525012
#99 of 527Springer.comspringer.comOther observed source2.00%525012
#100 of 527The Robot Reporttherobotreport.comEditorial publication2.00%525012

Showing the first 100 rows from 527 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Deep Tech & Hardware / Best tools: 527 observed source domains in the leaderboard, measured on 250 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/best_x. CC BY 4.0.
APA
Parrott, J. (2026). Deep Tech & Hardware / 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/deep-tech-hardware/best_x https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrideeptechhardwarebestx,
  author = {Parrott, Jaxon},
  title = {Deep Tech \& Hardware / 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/deep-tech-hardware/best_x},
  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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