Deep Tech & Hardware

Published segment leaderboard

Deep Tech & Hardware: Problem-first research in the Machine Relations Index

This leaderboard uses only the Deep Tech & Hardware / Problem-first research segment denominator: 236 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs236

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains298

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 298Analog.comanalog.comOther observed source17.80%4223612
#2 of 298Ti.comti.comOther observed source13.56%3223612
#3 of 298Allaboutcircuits.comallaboutcircuits.comOther observed source8.47%2023612
#4 of 298Arduino.ccarduino.ccOther observed source8.47%2023612
#5 of 298Redditreddit.comCommunity and social platform7.63%1823612
#6 of 298Microchip.commicrochip.comOther observed source6.78%1623612
#7 of 298LinkedInlinkedin.comCommunity and social platform6.36%1523612
#8 of 298Patsnap.compatsnap.comOther observed source6.36%1523612
#9 of 2983g-electric.com.sg3g-electric.com.sgVendor-owned source5.51%1323612
#10 of 298Engineeringniche.comengineeringniche.comOther observed source5.51%1323612
#11 of 298Honeywell.comhoneywell.comOther observed source5.51%1323612
#12 of 298Stackexchange.comstackexchange.comCommunity and social platform5.51%1323612
#13 of 298Electricalflux.comelectricalflux.comOther observed source5.08%1223612
#14 of 298Sensorsedgehub.comsensorsedgehub.comOther observed source5.08%1223612
#15 of 298Universal-solder.cauniversal-solder.caOther observed source5.08%1223612
#16 of 298YouTubeyoutube.comSearch or media platform4.66%1123612
#17 of 298Nxp.comnxp.comOther observed source4.24%1023612
#18 of 298St.comst.comOther observed source4.24%1023612
#19 of 298Beefed.aibeefed.aiOther observed source3.39%823612
#20 of 298Sciencedirect.comsciencedirect.comAcademic and government source3.39%823612
#21 of 298Wfsensors.comwfsensors.comOther observed source3.39%823612
#22 of 298Arxiv.orgarxiv.orgAcademic and government source2.97%723612
#23 of 298Clarity.ioclarity.ioOther observed source2.97%723612
#24 of 298Eevblog.comeevblog.comCommunity and social platform2.97%723612
#25 of 298Fluke.comfluke.comOther observed source2.97%723612
#26 of 298Fujielectric.comfujielectric.comOther observed source2.97%723612
#27 of 298Monolithicpower.commonolithicpower.comOther observed source2.97%723612
#28 of 298Ubibot.comubibot.comVendor-owned source2.97%723612
#29 of 298Embeddedrelated.comembeddedrelated.comOther observed source2.54%623612
#30 of 298ESPboardsespboards.devEditorial publication2.54%623612
#31 of 298Oceanremote.netoceanremote.netOther observed source2.54%623612
#32 of 298Tc-inc.comtc-inc.comOther observed source2.54%623612
#33 of 298Bestpcbs.combestpcbs.comOther observed source2.12%523612
#34 of 298Currycontrols.comcurrycontrols.comOther observed source2.12%523612
#35 of 298Inclify.cominclify.comOther observed source2.12%523612
#36 of 298Nerdyelectronics.comnerdyelectronics.comOther observed source2.12%523612
#37 of 298Sensirion.comsensirion.comOther observed source2.12%523612
#38 of 298Spectrumei.caspectrumei.caOther observed source2.12%523612
#39 of 298Tek.comtek.comOther observed source2.12%523612
#40 of 298Titoma.comtitoma.comOther observed source2.12%523612
#41 of 298Top-electronics.comtop-electronics.comOther observed source2.12%523612
#42 of 298Vernier.comvernier.comOther observed source2.12%523612
#43 of 298Diabeticlens.comdiabeticlens.comOther observed source1.69%423612
#44 of 298Digikey.comdigikey.comOther observed source1.69%423612
#45 of 298Esp32engine.comesp32engine.comOther observed source1.69%423612
#46 of 298Fieldfix.aifieldfix.aiOther observed source1.69%423612
#47 of 298Freedom251.comfreedom251.comOther observed source1.69%423612
#48 of 298Germanjet.netgermanjet.netOther observed source1.69%423612
#49 of 298Induflashnews.cominduflashnews.comOther observed source1.69%423612
#50 of 298Linquip.comlinquip.comOther observed source1.69%423612
#51 of 298Mcnicsensor.commcnicsensor.comOther observed source1.69%423612
#52 of 298Origin-ic.comorigin-ic.comOther observed source1.69%423612
#53 of 298Physicsforums.comphysicsforums.comOther observed source1.69%423612
#54 of 298Poin-t-go.compoin-t-go.comOther observed source1.69%423612
#55 of 298Realmcu.comrealmcu.comOther observed source1.69%423612
#56 of 298Rikasensor.comrikasensor.comOther observed source1.69%423612
#57 of 298Robotforge.orgrobotforge.orgOther observed source1.69%423612
#58 of 298Smashingrobotics.comsmashingrobotics.comOther observed source1.69%423612
#59 of 298Snubber.aisnubber.aiOther observed source1.69%423612
#60 of 298Sustainability-directory.comsustainability-directory.comOther observed source1.69%423612
#61 of 298Um.edu.moum.edu.moAcademic and government source1.69%423612
#62 of 298Unipi.itunipi.itOther observed source1.69%423612
#63 of 298Zenn.devzenn.devOther observed source1.69%423612
#64 of 298Zeroinstrument.comzeroinstrument.comOther observed source1.69%423612
#65 of 298Acs.orgacs.orgOther observed source1.27%323612
#66 of 298Adafruit.comadafruit.comOther observed source1.27%323612
#67 of 298Anvil.soanvil.soOther observed source1.27%323612
#68 of 298Aperio.aiaperio.aiOther observed source1.27%323612
#69 of 298Arizona.eduarizona.eduAcademic and government source1.27%323612
#70 of 298Audioscene.orgaudioscene.orgOther observed source1.27%323612
#71 of 298Battlbox.combattlbox.comOther observed source1.27%323612
#72 of 298Bme.hubme.huOther observed source1.27%323612
#73 of 298Ermtelematics.comermtelematics.comOther observed source1.27%323612
#74 of 298Gesrepair.comgesrepair.comOther observed source1.27%323612
#75 of 298Hackaday.comhackaday.comOther observed source1.27%323612
#76 of 298Hackaday.iohackaday.ioOther observed source1.27%323612
#77 of 298Hvacrschool.comhvacrschool.comOther observed source1.27%323612
#78 of 298Infrasensing.cominfrasensing.comOther observed source1.27%323612
#79 of 298Kevsrobots.comkevsrobots.comOther observed source1.27%323612
#80 of 298Learnfrc.comlearnfrc.comOther observed source1.27%323612
#81 of 298Malloyelectric.commalloyelectric.comOther observed source1.27%323612
#82 of 298Mclpcb.commclpcb.comOther observed source1.27%323612
#83 of 298Mikroe.commikroe.comOther observed source1.27%323612
#84 of 298Mit.edumit.eduAcademic and government source1.27%323612
#85 of 298Oregonstate.eduoregonstate.eduAcademic and government source1.27%323612
#86 of 298Paylesspower.compaylesspower.comOther observed source1.27%323612
#87 of 298Prototypeguru.comprototypeguru.comOther observed source1.27%323612
#88 of 298Roboticsfaq.comroboticsfaq.comOther observed source1.27%323612
#89 of 298Runtimerec.comruntimerec.comOther observed source1.27%323612
#90 of 298Sensorsportal.comsensorsportal.comOther observed source1.27%323612
#91 of 298Siscon.nlsiscon.nlOther observed source1.27%323612
#92 of 298Steinketool.comsteinketool.comOther observed source1.27%323612
#93 of 298Studyres.comstudyres.comOther observed source1.27%323612
#94 of 298Toolfusion.nettoolfusion.netOther observed source1.27%323612
#95 of 298Warmup.comwarmup.comOther observed source1.27%323612
#96 of 298Weather-daily.comweather-daily.comOther observed source1.27%323612
#97 of 298Wikipediawikipedia.orgAcademic and government source1.27%323612
#98 of 298Wiley.comwiley.comOther observed source1.27%323612
#99 of 298Wpilib.orgwpilib.orgOther observed source1.27%323612
#100 of 298Ahgiken.comahgiken.comOther observed source0.85%223612

Showing the first 100 rows from 298 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Deep Tech & Hardware / Problem-first research: 298 observed source domains in the leaderboard, measured on 236 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/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). Deep Tech & Hardware / 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/deep-tech-hardware/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrideeptechhardwareproblemfirst,
  author = {Parrott, Jaxon},
  title = {Deep Tech \& Hardware / 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/deep-tech-hardware/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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