Evidence floor met in this release.
Deep Tech & HardwareStatePublished Observed runs105 Run dates7 Observed domains171
Published segment leaderboard
Deep Tech & Hardware: Comparisons in the Machine Relations Index
This leaderboard uses only the Deep Tech & Hardware / Comparisons segment denominator: 105 observed answer runs across 7 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 | Confidence |
|---|---|---|---|---|---|---|---|
| #1 of 171 | Redditreddit.com | Community and social platform | 22.86% | 24 | 105 | 7 | Unavailable |
| #2 of 171 | YouTubeyoutube.com | Search or media platform | 20.00% | 21 | 105 | 7 | Unavailable |
| #3 of 171 | Ieee.orgieee.org | Academic and government source | 19.05% | 20 | 105 | 7 | Unavailable |
| #4 of 171 | Avnet.comavnet.com | Other observed source | 18.10% | 19 | 105 | 7 | Unavailable |
| #5 of 171 | Nvidia.comnvidia.com | Vendor-owned source | 16.19% | 17 | 105 | 7 | Unavailable |
| #6 of 171 | Ti.comti.com | Other observed source | 16.19% | 17 | 105 | 7 | Unavailable |
| #7 of 171 | Flywing-tech.comflywing-tech.com | Other observed source | 14.29% | 15 | 105 | 7 | Unavailable |
| #8 of 171 | LinkedInlinkedin.com | Community and social platform | 12.38% | 13 | 105 | 7 | Unavailable |
| #9 of 171 | Patsnap.compatsnap.com | Other observed source | 12.38% | 13 | 105 | 7 | Unavailable |
| #10 of 171 | Powerelectronicsnews.compowerelectronicsnews.com | Editorial publication | 12.38% | 13 | 105 | 7 | Unavailable |
| #11 of 171 | Tenxerlabs.comtenxerlabs.com | Other observed source | 12.38% | 13 | 105 | 7 | Unavailable |
| #12 of 171 | Ultralibrarian.comultralibrarian.com | Other observed source | 12.38% | 13 | 105 | 7 | Unavailable |
| #13 of 171 | Digikey.comdigikey.com | Other observed source | 11.43% | 12 | 105 | 7 | Unavailable |
| #14 of 171 | Geniatech.comgeniatech.com | Other observed source | 8.57% | 9 | 105 | 7 | Unavailable |
| #15 of 171 | Mgrid.orgmgrid.org | Other observed source | 8.57% | 9 | 105 | 7 | Unavailable |
| #16 of 171 | Savant-ai.iosavant-ai.io | Other observed source | 8.57% | 9 | 105 | 7 | Unavailable |
| #17 of 171 | We-online.comwe-online.com | Other observed source | 8.57% | 9 | 105 | 7 | Unavailable |
| #18 of 171 | Mdpi.commdpi.com | Other observed source | 7.62% | 8 | 105 | 7 | Unavailable |
| #19 of 171 | Richardsonrfpd.comrichardsonrfpd.com | Other observed source | 7.62% | 8 | 105 | 7 | Unavailable |
| #20 of 171 | Semanticscholar.orgsemanticscholar.org | Other observed source | 7.62% | 8 | 105 | 7 | Unavailable |
| #21 of 171 | Connecttech.comconnecttech.com | Other observed source | 6.67% | 7 | 105 | 7 | Unavailable |
| #22 of 171 | Csmantech.orgcsmantech.org | Other observed source | 6.67% | 7 | 105 | 7 | Unavailable |
| #23 of 171 | Hackster.iohackster.io | Other observed source | 6.67% | 7 | 105 | 7 | Unavailable |
| #24 of 171 | Jlcpcb.comjlcpcb.com | Other observed source | 6.67% | 7 | 105 | 7 | Unavailable |
| #25 of 171 | Microchipusa.commicrochipusa.com | Other observed source | 6.67% | 7 | 105 | 7 | Unavailable |
| #26 of 171 | Promwad.compromwad.com | Other observed source | 6.67% | 7 | 105 | 7 | Unavailable |
| #27 of 171 | Arrow.comarrow.com | Other observed source | 5.71% | 6 | 105 | 7 | Unavailable |
| #28 of 171 | Dev.todev.to | Community and social platform | 5.71% | 6 | 105 | 7 | Unavailable |
| #29 of 171 | Element14.comelement14.com | Other observed source | 5.71% | 6 | 105 | 7 | Unavailable |
| #30 of 171 | Intechhouse.comintechhouse.com | Other observed source | 5.71% | 6 | 105 | 7 | Unavailable |
| #31 of 171 | Materialsdispatch.commaterialsdispatch.com | Other observed source | 5.71% | 6 | 105 | 7 | Unavailable |
| #32 of 171 | Piveral.compiveral.com | Other observed source | 5.71% | 6 | 105 | 7 | Unavailable |
| #33 of 171 | Arxiv.orgarxiv.org | Academic and government source | 4.76% | 5 | 105 | 7 | Unavailable |
| #34 of 171 | Azom.comazom.com | Other observed source | 4.76% | 5 | 105 | 7 | Unavailable |
| #35 of 171 | Bettlink.combettlink.com | Other observed source | 4.76% | 5 | 105 | 7 | Unavailable |
| #36 of 171 | Eepower.comeepower.com | Other observed source | 4.76% | 5 | 105 | 7 | Unavailable |
| #37 of 171 | Findmychip.comfindmychip.com | Other observed source | 4.76% | 5 | 105 | 7 | Unavailable |
| #38 of 171 | Lisleapex.comlisleapex.com | Other observed source | 4.76% | 5 | 105 | 7 | Unavailable |
| #39 of 171 | Mediummedium.com | Editorial publication | 4.76% | 5 | 105 | 7 | Unavailable |
| #40 of 171 | Nextpcb.comnextpcb.com | Other observed source | 4.76% | 5 | 105 | 7 | Unavailable |
| #41 of 171 | Powerelectronictips.compowerelectronictips.com | Other observed source | 4.76% | 5 | 105 | 7 | Unavailable |
| #42 of 171 | Arshon.comarshon.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #43 of 171 | Astrodynetdi.comastrodynetdi.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #44 of 171 | Bitechipc.combitechipc.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #45 of 171 | Cas.orgcas.org | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #46 of 171 | Eevblog.comeevblog.com | Editorial publication | 3.81% | 4 | 105 | 7 | Unavailable |
| #47 of 171 | Ieeker.comieeker.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #48 of 171 | Mozelectronics.commozelectronics.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #49 of 171 | Poweramericainstitute.orgpoweramericainstitute.org | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #50 of 171 | Secitsociety.orgsecitsociety.org | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #51 of 171 | Wikipediawikipedia.org | Academic and government source | 3.81% | 4 | 105 | 7 | Unavailable |
| #52 of 171 | Wiley.comwiley.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #53 of 171 | Ariat-tech.comariat-tech.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #54 of 171 | Embedsbc.comembedsbc.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #55 of 171 | Energy.govenergy.gov | Academic and government source | 2.86% | 3 | 105 | 7 | Unavailable |
| #56 of 171 | Fixstars.comfixstars.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #57 of 171 | Forecr.ioforecr.io | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #58 of 171 | Inovasense.cominovasense.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #59 of 171 | Kickpi.comkickpi.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #60 of 171 | NIHnih.gov | Academic and government source | 2.86% | 3 | 105 | 7 | Unavailable |
| #61 of 171 | Scribd.comscribd.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #62 of 171 | Substack.comsubstack.com | Community and social platform | 2.86% | 3 | 105 | 7 | Unavailable |
| #63 of 171 | Topdiodes.comtopdiodes.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #64 of 171 | Turingpi.comturingpi.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #65 of 171 | Wonderfulchip.comwonderfulchip.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #66 of 171 | Aichiplink.comaichiplink.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #67 of 171 | Aip.orgaip.org | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #68 of 171 | Cambridge.orgcambridge.org | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #69 of 171 | Cloudfront.netcloudfront.net | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #70 of 171 | Digitimes.comdigitimes.com | Editorial publication | 1.90% | 2 | 105 | 7 | Unavailable |
| #71 of 171 | Edn.comedn.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #72 of 171 | Eenewseurope.comeenewseurope.com | Editorial publication | 1.90% | 2 | 105 | 7 | Unavailable |
| #73 of 171 | Esp32.co.ukesp32.co.uk | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #74 of 171 | Farnell.comfarnell.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #75 of 171 | Ic-components.comic-components.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #76 of 171 | Idtechex.comidtechex.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #77 of 171 | Imeti.orgimeti.org | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #78 of 171 | Infineon.cominfineon.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #79 of 171 | Microchip.commicrochip.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #80 of 171 | Nature.comnature.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #81 of 171 | Navitassemi.comnavitassemi.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #82 of 171 | Neditek.comneditek.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #83 of 171 | Novaelec.vnnovaelec.vn | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #84 of 171 | Ntchip.comntchip.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #85 of 171 | Octopart.comoctopart.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #86 of 171 | Oup.comoup.com | Editorial publication | 1.90% | 2 | 105 | 7 | Unavailable |
| #87 of 171 | Researchgate.netresearchgate.net | Academic and government source | 1.90% | 2 | 105 | 7 | Unavailable |
| #88 of 171 | Safexplain.eusafexplain.eu | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #89 of 171 | Sciencedirect.comsciencedirect.com | Academic and government source | 1.90% | 2 | 105 | 7 | Unavailable |
| #90 of 171 | Scirp.orgscirp.org | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #91 of 171 | Semiconductor-today.comsemiconductor-today.com | Editorial publication | 1.90% | 2 | 105 | 7 | Unavailable |
| #92 of 171 | Springer.comspringer.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #93 of 171 | Sunstreamglobal.comsunstreamglobal.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #94 of 171 | Unipd.itunipd.it | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #95 of 171 | Utk.eduutk.edu | Academic and government source | 1.90% | 2 | 105 | 7 | Unavailable |
| #96 of 171 | Wevolver.comwevolver.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #97 of 171 | Whiterose.ac.ukwhiterose.ac.uk | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #98 of 171 | Wolfspeed.comwolfspeed.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #99 of 171 | Yolegroup.comyolegroup.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #100 of 171 | Acs.orgacs.org | Other observed source | 0.95% | 1 | 105 | 7 | Unavailable |
Showing the first 100 rows from 171 observed domains.
Release and boundary
How to cite this segment
Deep Tech & Hardware / Comparisons: 171 observed source domains in the leaderboard, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/deep-tech-hardware/x_vs_y.
Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.
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.