Evidence floor met in this release.
Deep Tech & HardwareStatePublished Observed runs105 Run dates7 Observed domains181
Published segment leaderboard
Deep Tech & Hardware: Is it worth it in the Machine Relations Index
This leaderboard uses only the Deep Tech & Hardware / Is it worth it 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 181 | Vlsishuttle.comvlsishuttle.com | Other observed source | 35.24% | 37 | 105 | 7 | Unavailable |
| #2 of 181 | Siliconanalysts.comsiliconanalysts.com | Other observed source | 28.57% | 30 | 105 | 7 | Unavailable |
| #3 of 181 | Towersemi.comtowersemi.com | Other observed source | 18.10% | 19 | 105 | 7 | Unavailable |
| #4 of 181 | Anysilicon.comanysilicon.com | Other observed source | 16.19% | 17 | 105 | 7 | Unavailable |
| #5 of 181 | Dataintelo.comdataintelo.com | Market and company database | 14.29% | 15 | 105 | 7 | Unavailable |
| #6 of 181 | Redditreddit.com | Community and social platform | 14.29% | 15 | 105 | 7 | Unavailable |
| #7 of 181 | Mst-sg.commst-sg.com | Other observed source | 12.38% | 13 | 105 | 7 | Unavailable |
| #8 of 181 | Wikipediawikipedia.org | Academic and government source | 11.43% | 12 | 105 | 7 | Unavailable |
| #9 of 181 | LinkedInlinkedin.com | Community and social platform | 10.48% | 11 | 105 | 7 | Unavailable |
| #10 of 181 | Patsnap.compatsnap.com | Other observed source | 10.48% | 11 | 105 | 7 | Unavailable |
| #11 of 181 | Stackexchange.comstackexchange.com | Community and social platform | 10.48% | 11 | 105 | 7 | Unavailable |
| #12 of 181 | Tompwservice.comtompwservice.com | Other observed source | 10.48% | 11 | 105 | 7 | Unavailable |
| #13 of 181 | Europractice-ic.comeuropractice-ic.com | Other observed source | 9.52% | 10 | 105 | 7 | Unavailable |
| #14 of 181 | Photondelta.comphotondelta.com | Other observed source | 8.57% | 9 | 105 | 7 | Unavailable |
| #15 of 181 | Semiengineering.comsemiengineering.com | Other observed source | 8.57% | 9 | 105 | 7 | Unavailable |
| #16 of 181 | Gf.comgf.com | Other observed source | 7.62% | 8 | 105 | 7 | Unavailable |
| #17 of 181 | Makerstage.commakerstage.com | Other observed source | 7.62% | 8 | 105 | 7 | Unavailable |
| #18 of 181 | Allpcb.comallpcb.com | Other observed source | 6.67% | 7 | 105 | 7 | Unavailable |
| #19 of 181 | Ethz.chethz.ch | Other observed source | 6.67% | 7 | 105 | 7 | Unavailable |
| #20 of 181 | Rapid-protos.comrapid-protos.com | Other observed source | 6.67% | 7 | 105 | 7 | Unavailable |
| #21 of 181 | YouTubeyoutube.com | Search or media platform | 6.67% | 7 | 105 | 7 | Unavailable |
| #22 of 181 | Ams-osram.comams-osram.com | Other observed source | 5.71% | 6 | 105 | 7 | Unavailable |
| #23 of 181 | Analog.comanalog.com | Other observed source | 5.71% | 6 | 105 | 7 | Unavailable |
| #24 of 181 | Ptsmake.comptsmake.com | Other observed source | 5.71% | 6 | 105 | 7 | Unavailable |
| #25 of 181 | Sciencedirect.comsciencedirect.com | Academic and government source | 5.71% | 6 | 105 | 7 | Unavailable |
| #26 of 181 | Substack.comsubstack.com | Community and social platform | 5.71% | 6 | 105 | 7 | Unavailable |
| #27 of 181 | Hightoweradvisors.comhightoweradvisors.com | Other observed source | 4.76% | 5 | 105 | 7 | Unavailable |
| #28 of 181 | Hontitan.comhontitan.com | Other observed source | 4.76% | 5 | 105 | 7 | Unavailable |
| #29 of 181 | Ieee.orgieee.org | Academic and government source | 4.76% | 5 | 105 | 7 | Unavailable |
| #30 of 181 | Rapidaxis.comrapidaxis.com | Other observed source | 4.76% | 5 | 105 | 7 | Unavailable |
| #31 of 181 | TechRadartechradar.com | Editorial publication | 4.76% | 5 | 105 | 7 | Unavailable |
| #32 of 181 | Xfab.comxfab.com | Other observed source | 4.76% | 5 | 105 | 7 | Unavailable |
| #33 of 181 | Approvedmachining.comapprovedmachining.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #34 of 181 | Cnstamping.comcnstamping.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #35 of 181 | Crmicro.comcrmicro.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #36 of 181 | Cuhk.edu.hkcuhk.edu.hk | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #37 of 181 | Deeptech-ventures.comdeeptech-ventures.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #38 of 181 | Financialcontent.comfinancialcontent.com | Wire and press-release distribution | 3.81% | 4 | 105 | 7 | Unavailable |
| #39 of 181 | Grokipedia.comgrokipedia.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #40 of 181 | Hmaking.comhmaking.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #41 of 181 | Hubs.comhubs.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #42 of 181 | Inneos.cominneos.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #43 of 181 | Machining-custom.commachining-custom.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #44 of 181 | Marvell.commarvell.com | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #45 of 181 | Pgc.com.twpgc.com.tw | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #46 of 181 | Sotonfab.co.uksotonfab.co.uk | Other observed source | 3.81% | 4 | 105 | 7 | Unavailable |
| #47 of 181 | Alphachips.co.kralphachips.co.kr | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #48 of 181 | Equipic.comequipic.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #49 of 181 | Fabcon.comfabcon.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #50 of 181 | Hexatronicdatacenter.comhexatronicdatacenter.com | Market and company database | 2.86% | 3 | 105 | 7 | Unavailable |
| #51 of 181 | Idtechex.comidtechex.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #52 of 181 | Kipost.netkipost.net | Editorial publication | 2.86% | 3 | 105 | 7 | Unavailable |
| #53 of 181 | Oberg.comoberg.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #54 of 181 | Protolabs.comprotolabs.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #55 of 181 | Qsfptek.comqsfptek.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #56 of 181 | Rapidefficient.comrapidefficient.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #57 of 181 | Researchintelo.comresearchintelo.com | Market and company database | 2.86% | 3 | 105 | 7 | Unavailable |
| #58 of 181 | Spie.orgspie.org | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #59 of 181 | Vlsifacts.comvlsifacts.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #60 of 181 | Znt-richter.comznt-richter.com | Other observed source | 2.86% | 3 | 105 | 7 | Unavailable |
| #61 of 181 | Ai2.workai2.work | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #62 of 181 | Aip.orgaip.org | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #63 of 181 | Allaboutcircuits.comallaboutcircuits.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #64 of 181 | Allenpress.comallenpress.com | Editorial publication | 1.90% | 2 | 105 | 7 | Unavailable |
| #65 of 181 | Arxiv.orgarxiv.org | Academic and government source | 1.90% | 2 | 105 | 7 | Unavailable |
| #66 of 181 | Bolymetal.combolymetal.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #67 of 181 | Cncsam.comcncsam.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #68 of 181 | Coexintech.orgcoexintech.org | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #69 of 181 | Dajinprecision.comdajinprecision.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #70 of 181 | Eetimes.comeetimes.com | Editorial publication | 1.90% | 2 | 105 | 7 | Unavailable |
| #71 of 181 | Emergentmind.comemergentmind.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #72 of 181 | Hal.sciencehal.science | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #73 of 181 | Hjtc.com.cnhjtc.com.cn | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #74 of 181 | Introl.comintrol.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #75 of 181 | Itiger.comitiger.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #76 of 181 | Jbcmachine.comjbcmachine.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #77 of 181 | Jiga.iojiga.io | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #78 of 181 | Keson-precision.comkeson-precision.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #79 of 181 | Lightinterconnect.comlightinterconnect.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #80 of 181 | Microelectronicsuk.commicroelectronicsuk.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #81 of 181 | Pakcrypt.orgpakcrypt.org | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #82 of 181 | Photonics.comphotonics.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #83 of 181 | Psu.edupsu.edu | Academic and government source | 1.90% | 2 | 105 | 7 | Unavailable |
| #84 of 181 | Sigcomm.orgsigcomm.org | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #85 of 181 | Tomshardware.comtomshardware.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #86 of 181 | Tsmc.comtsmc.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #87 of 181 | Uci.eduuci.edu | Academic and government source | 1.90% | 2 | 105 | 7 | Unavailable |
| #88 of 181 | Ucsd.eduucsd.edu | Academic and government source | 1.90% | 2 | 105 | 7 | Unavailable |
| #89 of 181 | Ums-rf.comums-rf.com | Other observed source | 1.90% | 2 | 105 | 7 | Unavailable |
| #90 of 181 | Windowsforum.comwindowsforum.com | Community and social platform | 1.90% | 2 | 105 | 7 | Unavailable |
| #91 of 181 | Academia.eduacademia.edu | Academic and government source | 0.95% | 1 | 105 | 7 | Unavailable |
| #92 of 181 | Allaboutav.co.ukallaboutav.co.uk | Other observed source | 0.95% | 1 | 105 | 7 | Unavailable |
| #93 of 181 | Aminext.blogaminext.blog | Editorial publication | 0.95% | 1 | 105 | 7 | Unavailable |
| #94 of 181 | Ampcom.comampcom.com | Other observed source | 0.95% | 1 | 105 | 7 | Unavailable |
| #95 of 181 | Anebon.comanebon.com | Other observed source | 0.95% | 1 | 105 | 7 | Unavailable |
| #96 of 181 | Apecs.euapecs.eu | Other observed source | 0.95% | 1 | 105 | 7 | Unavailable |
| #97 of 181 | Arnet-infra.comarnet-infra.com | Other observed source | 0.95% | 1 | 105 | 7 | Unavailable |
| #98 of 181 | Asteraix.comasteraix.com | Other observed source | 0.95% | 1 | 105 | 7 | Unavailable |
| #99 of 181 | Atlas-scientific.comatlas-scientific.com | Other observed source | 0.95% | 1 | 105 | 7 | Unavailable |
| #100 of 181 | Broadcom.combroadcom.com | Other observed source | 0.95% | 1 | 105 | 7 | Unavailable |
Showing the first 100 rows from 181 observed domains.
Release and boundary
How to cite this segment
Deep Tech & Hardware / Is it worth it: 181 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/is_x_worth.
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.