Evidence floor met in this release.
Published segment leaderboard
Deep Tech & Hardware: Top lists in the Machine Relations Index
This leaderboard uses only the Deep Tech & Hardware / Top lists segment denominator: 237 observed answer runs across 12 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 402 | Unmannedsystemstechnology.comunmannedsystemstechnology.com | Other observed source | 25.74% | 61 | 237 | 12 |
| #2 of 402 | Patsnap.compatsnap.com | Other observed source | 13.50% | 32 | 237 | 12 |
| #3 of 402 | NIHnih.gov | Academic and government source | 12.24% | 29 | 237 | 12 |
| #4 of 402 | Mdpi.commdpi.com | Other observed source | 11.39% | 27 | 237 | 12 |
| #5 of 402 | Guidenav.comguidenav.com | Other observed source | 10.97% | 26 | 237 | 12 |
| #6 of 402 | Sciencedirect.comsciencedirect.com | Academic and government source | 10.97% | 26 | 237 | 12 |
| #7 of 402 | Arxiv.orgarxiv.org | Academic and government source | 10.13% | 24 | 237 | 12 |
| #8 of 402 | Moneyprouav.commoneyprouav.com | Vendor-owned source | 10.13% | 24 | 237 | 12 |
| #9 of 402 | Inertiallabs.cominertiallabs.com | Other observed source | 9.70% | 23 | 237 | 12 |
| #10 of 402 | Xsens.comxsens.com | Other observed source | 9.70% | 23 | 237 | 12 |
| #11 of 402 | Analog.comanalog.com | Other observed source | 9.28% | 22 | 237 | 12 |
| #12 of 402 | Memsmag.commemsmag.com | Other observed source | 8.86% | 21 | 237 | 12 |
| #13 of 402 | Redditreddit.com | Community and social platform | 8.86% | 21 | 237 | 12 |
| #14 of 402 | Wikipediawikipedia.org | Academic and government source | 8.02% | 19 | 237 | 12 |
| #15 of 402 | Skymems.comskymems.com | Other observed source | 7.59% | 18 | 237 | 12 |
| #16 of 402 | Honeywellaerospace.comhoneywellaerospace.com | Other observed source | 7.17% | 17 | 237 | 12 |
| #17 of 402 | Smartbotparts.comsmartbotparts.com | Other observed source | 7.17% | 17 | 237 | 12 |
| #18 of 402 | Sourcebyspec.comsourcebyspec.com | Other observed source | 6.75% | 16 | 237 | 12 |
| #19 of 402 | YouTubeyoutube.com | Search or media platform | 6.75% | 16 | 237 | 12 |
| #20 of 402 | Cratustech.comcratustech.com | Other observed source | 6.33% | 15 | 237 | 12 |
| #21 of 402 | Power Electronics Newspowerelectronicsnews.com | Editorial publication | 6.33% | 15 | 237 | 12 |
| #22 of 402 | Advancednavigation.comadvancednavigation.com | Other observed source | 5.91% | 14 | 237 | 12 |
| #23 of 402 | Cepton.comcepton.com | Other observed source | 5.91% | 14 | 237 | 12 |
| #24 of 402 | Evelta.comevelta.com | Market and company database | 5.91% | 14 | 237 | 12 |
| #25 of 402 | Metricop.commetricop.com | Other observed source | 5.91% | 14 | 237 | 12 |
| #26 of 402 | Nature.comnature.com | Other observed source | 5.49% | 13 | 237 | 12 |
| #27 of 402 | Ouster.comouster.com | Other observed source | 5.49% | 13 | 237 | 12 |
| #28 of 402 | Sbg-systems.comsbg-systems.com | Other observed source | 5.49% | 13 | 237 | 12 |
| #29 of 402 | Alibaba.comalibaba.com | Other observed source | 5.06% | 12 | 237 | 12 |
| #30 of 402 | Made-in-china.commade-in-china.com | Other observed source | 5.06% | 12 | 237 | 12 |
| #31 of 402 | Digikey.comdigikey.com | Other observed source | 4.64% | 11 | 237 | 12 |
| #32 of 402 | Lidarseek.comlidarseek.com | Other observed source | 4.64% | 11 | 237 | 12 |
| #33 of 402 | Livoxtech.comlivoxtech.com | Other observed source | 4.64% | 11 | 237 | 12 |
| #34 of 402 | Emobility-engineering.comemobility-engineering.com | Other observed source | 4.22% | 10 | 237 | 12 |
| #35 of 402 | Springer.comspringer.com | Other observed source | 4.22% | 10 | 237 | 12 |
| #36 of 402 | Thinkrobotics.comthinkrobotics.com | Other observed source | 4.22% | 10 | 237 | 12 |
| #37 of 402 | Avnet.comavnet.com | Other observed source | 3.80% | 9 | 237 | 12 |
| #38 of 402 | Bavovna.aibavovna.ai | Other observed source | 3.80% | 9 | 237 | 12 |
| #39 of 402 | Hesaitech.comhesaitech.com | Other observed source | 3.80% | 9 | 237 | 12 |
| #40 of 402 | Industrialsafetysensor.comindustrialsafetysensor.com | Other observed source | 3.80% | 9 | 237 | 12 |
| #41 of 402 | LinkedInlinkedin.com | Community and social platform | 3.80% | 9 | 237 | 12 |
| #42 of 402 | Safran-group.comsafran-group.com | Other observed source | 3.80% | 9 | 237 | 12 |
| #43 of 402 | Beyondsky.xyzbeyondsky.xyz | Other observed source | 3.38% | 8 | 237 | 12 |
| #44 of 402 | LIDAR Magazinelidarmag.com | Editorial publication | 3.38% | 8 | 237 | 12 |
| #45 of 402 | Researchgate.netresearchgate.net | Academic and government source | 3.38% | 8 | 237 | 12 |
| #46 of 402 | Tdk.comtdk.com | Other observed source | 3.38% | 8 | 237 | 12 |
| #47 of 402 | Aeroexpo.onlineaeroexpo.online | Other observed source | 2.95% | 7 | 237 | 12 |
| #48 of 402 | Cadden.frcadden.fr | Other observed source | 2.95% | 7 | 237 | 12 |
| #49 of 402 | Digiflec.comdigiflec.com | Market and company database | 2.95% | 7 | 237 | 12 |
| #50 of 402 | Directindustry.esdirectindustry.es | Other observed source | 2.95% | 7 | 237 | 12 |
| #51 of 402 | EE Timeseetimes.com | Editorial publication | 2.95% | 7 | 237 | 12 |
| #52 of 402 | Energy.govenergy.gov | Academic and government source | 2.95% | 7 | 237 | 12 |
| #53 of 402 | Farnell.comfarnell.com | Other observed source | 2.95% | 7 | 237 | 12 |
| #54 of 402 | Infineon.cominfineon.com | Other observed source | 2.95% | 7 | 237 | 12 |
| #55 of 402 | Jouav.comjouav.com | Other observed source | 2.95% | 7 | 237 | 12 |
| #56 of 402 | Manuals.plusmanuals.plus | Other observed source | 2.95% | 7 | 237 | 12 |
| #57 of 402 | Unipa.itunipa.it | Other observed source | 2.95% | 7 | 237 | 12 |
| #58 of 402 | Adept.net.auadept.net.au | Other observed source | 2.53% | 6 | 237 | 12 |
| #59 of 402 | Amironic.co.ilamironic.co.il | Other observed source | 2.53% | 6 | 237 | 12 |
| #60 of 402 | Bosch-sensortec.combosch-sensortec.com | Other observed source | 2.53% | 6 | 237 | 12 |
| #61 of 402 | Eepower.comeepower.com | Other observed source | 2.53% | 6 | 237 | 12 |
| #62 of 402 | Facebook.comfacebook.com | Community and social platform | 2.53% | 6 | 237 | 12 |
| #63 of 402 | Foxtechrobotics.comfoxtechrobotics.com | Other observed source | 2.53% | 6 | 237 | 12 |
| #64 of 402 | General-laser.atgeneral-laser.at | Other observed source | 2.53% | 6 | 237 | 12 |
| #65 of 402 | Generationrobots.comgenerationrobots.com | Other observed source | 2.53% | 6 | 237 | 12 |
| #66 of 402 | Memsense.commemsense.com | Other observed source | 2.53% | 6 | 237 | 12 |
| #67 of 402 | Newport.comnewport.com | Other observed source | 2.53% | 6 | 237 | 12 |
| #68 of 402 | Quest Journalsquestjournals.org | Other observed source | 2.53% | 6 | 237 | 12 |
| #69 of 402 | Robosense.airobosense.ai | Other observed source | 2.53% | 6 | 237 | 12 |
| #70 of 402 | Smashingrobotics.comsmashingrobotics.com | Other observed source | 2.53% | 6 | 237 | 12 |
| #71 of 402 | Uavmodel.comuavmodel.com | Other observed source | 2.53% | 6 | 237 | 12 |
| #72 of 402 | Allegromicro.comallegromicro.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #73 of 402 | Autonomoustuff.comautonomoustuff.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #74 of 402 | Defenseadvancement.comdefenseadvancement.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #75 of 402 | Duskcoil.comduskcoil.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #76 of 402 | Environmental-expert.comenvironmental-expert.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #77 of 402 | Ericcointernational.comericcointernational.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #78 of 402 | Geodetics.comgeodetics.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #79 of 402 | Github.comgithub.com | Community and social platform | 2.11% | 5 | 237 | 12 |
| #80 of 402 | Hi1718.comhi1718.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #81 of 402 | Hiredronepilot.ukhiredronepilot.uk | Other observed source | 2.11% | 5 | 237 | 12 |
| #82 of 402 | Mediummedium.com | Community and social platform | 2.11% | 5 | 237 | 12 |
| #83 of 402 | Nasa.govnasa.gov | Academic and government source | 2.11% | 5 | 237 | 12 |
| #84 of 402 | Nauticexpo.comnauticexpo.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #85 of 402 | Nexty-ele.comnexty-ele.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #86 of 402 | Onsemi.comonsemi.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #87 of 402 | Ouster.ioouster.io | Other observed source | 2.11% | 5 | 237 | 12 |
| #88 of 402 | Safran-navigation-timing.comsafran-navigation-timing.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #89 of 402 | Sick.comsick.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #90 of 402 | Ti.comti.com | Other observed source | 2.11% | 5 | 237 | 12 |
| #91 of 402 | Accio.comaccio.com | Other observed source | 1.69% | 4 | 237 | 12 |
| #92 of 402 | Aerovisiondrones.comaerovisiondrones.com | Other observed source | 1.69% | 4 | 237 | 12 |
| #93 of 402 | Amrax.aiamrax.ai | Other observed source | 1.69% | 4 | 237 | 12 |
| #94 of 402 | Astrodynetdi.comastrodynetdi.com | Other observed source | 1.69% | 4 | 237 | 12 |
| #95 of 402 | Canalgeomatics.comcanalgeomatics.com | Other observed source | 1.69% | 4 | 237 | 12 |
| #96 of 402 | Cas.orgcas.org | Other observed source | 1.69% | 4 | 237 | 12 |
| #97 of 402 | Childrenrobotics.comchildrenrobotics.com | Other observed source | 1.69% | 4 | 237 | 12 |
| #98 of 402 | Copernicus.orgcopernicus.org | Other observed source | 1.69% | 4 | 237 | 12 |
| #99 of 402 | Datrontechnology.co.ukdatrontechnology.co.uk | Other observed source | 1.69% | 4 | 237 | 12 |
| #100 of 402 | Directindustry.comdirectindustry.com | Other observed source | 1.69% | 4 | 237 | 12 |
Showing the first 100 rows from 402 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Deep Tech & Hardware / Top lists: 402 observed source domains in the leaderboard, measured on 237 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/top_list. CC BY 4.0.Parrott, J. (2026). Deep Tech & Hardware / Top lists 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/top_list https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrideeptechhardwaretoplist,
author = {Parrott, Jaxon},
title = {Deep Tech \& Hardware / Top lists 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/top_list},
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.