Evidence floor met in this release.
Deep Tech & HardwareStatePublished Observed runs130 Run dates7 Observed domains195
Published segment leaderboard
Deep Tech & Hardware: How buyers choose in the Machine Relations Index
This leaderboard uses only the Deep Tech & Hardware / How buyers choose segment denominator: 130 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 195 | Anysilicon.comanysilicon.com | Other observed source | 32.31% | 42 | 130 | 7 | Unavailable |
| #2 of 195 | Redditreddit.com | Community and social platform | 24.62% | 32 | 130 | 7 | Unavailable |
| #3 of 195 | Semiengineering.comsemiengineering.com | Other observed source | 22.31% | 29 | 130 | 7 | Unavailable |
| #4 of 195 | Eetimes.comeetimes.com | Editorial publication | 13.85% | 18 | 130 | 7 | Unavailable |
| #5 of 195 | Ieee.orgieee.org | Academic and government source | 13.85% | 18 | 130 | 7 | Unavailable |
| #6 of 195 | Eejournal.comeejournal.com | Editorial publication | 13.08% | 17 | 130 | 7 | Unavailable |
| #7 of 195 | Electronicdesign.comelectronicdesign.com | Other observed source | 13.08% | 17 | 130 | 7 | Unavailable |
| #8 of 195 | LinkedInlinkedin.com | Community and social platform | 13.08% | 17 | 130 | 7 | Unavailable |
| #9 of 195 | Edn.comedn.com | Other observed source | 11.54% | 15 | 130 | 7 | Unavailable |
| #10 of 195 | Siliconanalysts.comsiliconanalysts.com | Other observed source | 11.54% | 15 | 130 | 7 | Unavailable |
| #11 of 195 | Synopsys.comsynopsys.com | Other observed source | 10.77% | 14 | 130 | 7 | Unavailable |
| #12 of 195 | Swindonsilicon.comswindonsilicon.com | Other observed source | 10.00% | 13 | 130 | 7 | Unavailable |
| #13 of 195 | Wevolver.comwevolver.com | Other observed source | 8.46% | 11 | 130 | 7 | Unavailable |
| #14 of 195 | Imeciclink.comimeciclink.com | Other observed source | 7.69% | 10 | 130 | 7 | Unavailable |
| #15 of 195 | Patsnap.compatsnap.com | Other observed source | 7.69% | 10 | 130 | 7 | Unavailable |
| #16 of 195 | Ecrionix.orgecrionix.org | Other observed source | 6.92% | 9 | 130 | 7 | Unavailable |
| #17 of 195 | Semiconductorx.comsemiconductorx.com | Other observed source | 6.92% | 9 | 130 | 7 | Unavailable |
| #18 of 195 | Techlabssemi.comtechlabssemi.com | Other observed source | 6.92% | 9 | 130 | 7 | Unavailable |
| #19 of 195 | Utmel.comutmel.com | Other observed source | 6.92% | 9 | 130 | 7 | Unavailable |
| #20 of 195 | Arxiv.orgarxiv.org | Academic and government source | 6.15% | 8 | 130 | 7 | Unavailable |
| #21 of 195 | Esa.intesa.int | Other observed source | 6.15% | 8 | 130 | 7 | Unavailable |
| #22 of 195 | Semiconductor-digest.comsemiconductor-digest.com | Editorial publication | 6.15% | 8 | 130 | 7 | Unavailable |
| #23 of 195 | Uspto.govuspto.gov | Academic and government source | 6.15% | 8 | 130 | 7 | Unavailable |
| #24 of 195 | Wikipediawikipedia.org | Academic and government source | 6.15% | 8 | 130 | 7 | Unavailable |
| #25 of 195 | Cadence.comcadence.com | Other observed source | 5.38% | 7 | 130 | 7 | Unavailable |
| #26 of 195 | Design-reuse.comdesign-reuse.com | Other observed source | 5.38% | 7 | 130 | 7 | Unavailable |
| #27 of 195 | Github.iogithub.io | Other observed source | 5.38% | 7 | 130 | 7 | Unavailable |
| #28 of 195 | Iczhiku.comiczhiku.com | Other observed source | 5.38% | 7 | 130 | 7 | Unavailable |
| #29 of 195 | Totalphase.comtotalphase.com | Other observed source | 5.38% | 7 | 130 | 7 | Unavailable |
| #30 of 195 | Viksnewsletter.comviksnewsletter.com | Editorial publication | 5.38% | 7 | 130 | 7 | Unavailable |
| #31 of 195 | Acm.orgacm.org | Academic and government source | 4.62% | 6 | 130 | 7 | Unavailable |
| #32 of 195 | Asicnorth.comasicnorth.com | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #33 of 195 | Cern.chcern.ch | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #34 of 195 | Diva-portal.orgdiva-portal.org | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #35 of 195 | Fmaxtech.comfmaxtech.com | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #36 of 195 | Geeksforgeeks.orggeeksforgeeks.org | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #37 of 195 | Icalps.comicalps.com | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #38 of 195 | Intel.comintel.com | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #39 of 195 | Researchgate.netresearchgate.net | Academic and government source | 4.62% | 6 | 130 | 7 | Unavailable |
| #40 of 195 | Scribd.comscribd.com | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #41 of 195 | Semiconductors.orgsemiconductors.org | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #42 of 195 | Siemens.comsiemens.com | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #43 of 195 | Usi.chusi.ch | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #44 of 195 | Newelectronics.co.uknewelectronics.co.uk | Other observed source | 3.85% | 5 | 130 | 7 | Unavailable |
| #45 of 195 | Allpcb.comallpcb.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #46 of 195 | Electronicsforu.comelectronicsforu.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #47 of 195 | Goelectronic.orggoelectronic.org | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #48 of 195 | Lesswrong.comlesswrong.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #49 of 195 | Logic-fruit.comlogic-fruit.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #50 of 195 | Mit.edumit.edu | Academic and government source | 3.08% | 4 | 130 | 7 | Unavailable |
| #51 of 195 | Pcbsync.compcbsync.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #52 of 195 | Samsung.comsamsung.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #53 of 195 | Tessolve.comtessolve.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #54 of 195 | Ti.comti.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #55 of 195 | Tue.nltue.nl | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #56 of 195 | Uam.esuam.es | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #57 of 195 | Vemeko.comvemeko.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #58 of 195 | Cmu.educmu.edu | Academic and government source | 2.31% | 3 | 130 | 7 | Unavailable |
| #59 of 195 | Colab.wscolab.ws | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #60 of 195 | Faststreamtech.comfaststreamtech.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #61 of 195 | Hal.sciencehal.science | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #62 of 195 | Iastate.eduiastate.edu | Academic and government source | 2.31% | 3 | 130 | 7 | Unavailable |
| #63 of 195 | Inovasense.cominovasense.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #64 of 195 | Jisem-journal.comjisem-journal.com | Editorial publication | 2.31% | 3 | 130 | 7 | Unavailable |
| #65 of 195 | Kynix.comkynix.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #66 of 195 | Leadsoc.comleadsoc.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #67 of 195 | Nptel.ac.innptel.ac.in | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #68 of 195 | Oreateai.comoreateai.com | Academic and government source | 2.31% | 3 | 130 | 7 | Unavailable |
| #69 of 195 | Oregonstate.eduoregonstate.edu | Academic and government source | 2.31% | 3 | 130 | 7 | Unavailable |
| #70 of 195 | Rcrtech.comrcrtech.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #71 of 195 | Siliconpatterns.comsiliconpatterns.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #72 of 195 | Springer.comspringer.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #73 of 195 | YouTubeyoutube.com | Search or media platform | 2.31% | 3 | 130 | 7 | Unavailable |
| #74 of 195 | Arm.comarm.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #75 of 195 | Chetanpatil.inchetanpatil.in | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #76 of 195 | Chipinsights.netchipinsights.net | Market and company database | 1.54% | 2 | 130 | 7 | Unavailable |
| #77 of 195 | Electronicspecifier.comelectronicspecifier.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #78 of 195 | Ethernet.edu.etethernet.edu.et | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #79 of 195 | Facebook.comfacebook.com | Community and social platform | 1.54% | 2 | 130 | 7 | Unavailable |
| #80 of 195 | Fujitsu.comfujitsu.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #81 of 195 | Ic.ac.ukic.ac.uk | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #82 of 195 | Imgix.netimgix.net | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #83 of 195 | Iosrjournals.orgiosrjournals.org | Editorial publication | 1.54% | 2 | 130 | 7 | Unavailable |
| #84 of 195 | Magmio.commagmio.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #85 of 195 | Mediummedium.com | Editorial publication | 1.54% | 2 | 130 | 7 | Unavailable |
| #86 of 195 | Microchipusa.commicrochipusa.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #87 of 195 | Mosartlabs.commosartlabs.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #88 of 195 | Moschip.commoschip.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #89 of 195 | Netiqate.comnetiqate.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #90 of 195 | Nus.edu.sgnus.edu.sg | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #91 of 195 | Qbaylogic.comqbaylogic.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #92 of 195 | Quora.comquora.com | Community and social platform | 1.54% | 2 | 130 | 7 | Unavailable |
| #93 of 195 | Reflexces.comreflexces.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #94 of 195 | Sci-hub.boxsci-hub.box | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #95 of 195 | Sciencedirect.comsciencedirect.com | Academic and government source | 1.54% | 2 | 130 | 7 | Unavailable |
| #96 of 195 | Src.orgsrc.org | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #97 of 195 | Stanford.edustanford.edu | Academic and government source | 1.54% | 2 | 130 | 7 | Unavailable |
| #98 of 195 | Studocu.comstudocu.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
| #99 of 195 | Substack.comsubstack.com | Community and social platform | 1.54% | 2 | 130 | 7 | Unavailable |
| #100 of 195 | Testflowinc.comtestflowinc.com | Other observed source | 1.54% | 2 | 130 | 7 | Unavailable |
Showing the first 100 rows from 195 observed domains.
Release and boundary
How to cite this segment
Deep Tech & Hardware / How buyers choose: 195 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/how_choose.
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.