Evidence floor met in this release.
Deep Tech & HardwareStatePublished Observed runs121 Run dates7 Observed domains328
Published segment leaderboard
Deep Tech & Hardware: Best tools in the Machine Relations Index
This leaderboard uses only the Deep Tech & Hardware / Best tools segment denominator: 121 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 328 | Redditreddit.com | Community and social platform | 20.66% | 25 | 121 | 7 | Unavailable |
| #2 of 328 | Arxiv.orgarxiv.org | Academic and government source | 17.36% | 21 | 121 | 7 | Unavailable |
| #3 of 328 | Aimultiple.comaimultiple.com | Editorial publication | 15.70% | 19 | 121 | 7 | Unavailable |
| #4 of 328 | YouTubeyoutube.com | Search or media platform | 14.88% | 18 | 121 | 7 | Unavailable |
| #5 of 328 | Generationrobots.comgenerationrobots.com | Other observed source | 14.05% | 17 | 121 | 7 | Unavailable |
| #6 of 328 | Hokuyo-usa.comhokuyo-usa.com | Other observed source | 14.05% | 17 | 121 | 7 | Unavailable |
| #7 of 328 | Patsnap.compatsnap.com | Other observed source | 12.40% | 15 | 121 | 7 | Unavailable |
| #8 of 328 | Smartbotparts.comsmartbotparts.com | Other observed source | 12.40% | 15 | 121 | 7 | Unavailable |
| #9 of 328 | Openelab.ioopenelab.io | Other observed source | 10.74% | 13 | 121 | 7 | Unavailable |
| #10 of 328 | Geniatech.comgeniatech.com | Other observed source | 9.92% | 12 | 121 | 7 | Unavailable |
| #11 of 328 | Lidarseek.comlidarseek.com | Other observed source | 9.92% | 12 | 121 | 7 | Unavailable |
| #12 of 328 | Mediummedium.com | Editorial publication | 9.92% | 12 | 121 | 7 | Unavailable |
| #13 of 328 | Orbbec.comorbbec.com | Other observed source | 9.92% | 12 | 121 | 7 | Unavailable |
| #14 of 328 | Chip.computerchip.computer | Other observed source | 8.26% | 10 | 121 | 7 | Unavailable |
| #15 of 328 | LinkedInlinkedin.com | Community and social platform | 8.26% | 10 | 121 | 7 | Unavailable |
| #16 of 328 | Mdpi.commdpi.com | Other observed source | 8.26% | 10 | 121 | 7 | Unavailable |
| #17 of 328 | Roboticscenter.airoboticscenter.ai | Other observed source | 8.26% | 10 | 121 | 7 | Unavailable |
| #18 of 328 | Uvation.comuvation.com | Other observed source | 8.26% | 10 | 121 | 7 | Unavailable |
| #19 of 328 | NIHnih.gov | Academic and government source | 7.44% | 9 | 121 | 7 | Unavailable |
| #20 of 328 | Predictabledesigns.compredictabledesigns.com | Other observed source | 7.44% | 9 | 121 | 7 | Unavailable |
| #21 of 328 | Ti.comti.com | Other observed source | 7.44% | 9 | 121 | 7 | Unavailable |
| #22 of 328 | Neuchips.aineuchips.ai | Other observed source | 6.61% | 8 | 121 | 7 | Unavailable |
| #23 of 328 | Researchgate.netresearchgate.net | Academic and government source | 6.61% | 8 | 121 | 7 | Unavailable |
| #24 of 328 | Troylendman.comtroylendman.com | Vendor-owned source | 6.61% | 8 | 121 | 7 | Unavailable |
| #25 of 328 | Digikey.comdigikey.com | Other observed source | 5.79% | 7 | 121 | 7 | Unavailable |
| #26 of 328 | Edn.comedn.com | Other observed source | 5.79% | 7 | 121 | 7 | Unavailable |
| #27 of 328 | Electronics-lab.comelectronics-lab.com | Other observed source | 5.79% | 7 | 121 | 7 | Unavailable |
| #28 of 328 | Github.comgithub.com | Community and social platform | 5.79% | 7 | 121 | 7 | Unavailable |
| #29 of 328 | Hesaitech.comhesaitech.com | Other observed source | 5.79% | 7 | 121 | 7 | Unavailable |
| #30 of 328 | Jaycarlson.netjaycarlson.net | Other observed source | 5.79% | 7 | 121 | 7 | Unavailable |
| #31 of 328 | Mrdvs.commrdvs.com | Other observed source | 5.79% | 7 | 121 | 7 | Unavailable |
| #32 of 328 | Allpcb.comallpcb.com | Other observed source | 4.96% | 6 | 121 | 7 | Unavailable |
| #33 of 328 | Done.landdone.land | Other observed source | 4.96% | 6 | 121 | 7 | Unavailable |
| #34 of 328 | Gideon.aigideon.ai | Other observed source | 4.96% | 6 | 121 | 7 | Unavailable |
| #35 of 328 | Sciencedirect.comsciencedirect.com | Academic and government source | 4.96% | 6 | 121 | 7 | Unavailable |
| #36 of 328 | Substack.comsubstack.com | Community and social platform | 4.96% | 6 | 121 | 7 | Unavailable |
| #37 of 328 | Techstoriess.comtechstoriess.com | Other observed source | 4.96% | 6 | 121 | 7 | Unavailable |
| #38 of 328 | Wonderfulpcb.comwonderfulpcb.com | Other observed source | 4.96% | 6 | 121 | 7 | Unavailable |
| #39 of 328 | Avai.aiavai.ai | Other observed source | 4.13% | 5 | 121 | 7 | Unavailable |
| #40 of 328 | Engineeridea.comengineeridea.com | Other observed source | 4.13% | 5 | 121 | 7 | Unavailable |
| #41 of 328 | Hailo.aihailo.ai | Other observed source | 4.13% | 5 | 121 | 7 | Unavailable |
| #42 of 328 | Indrorobotics.comindrorobotics.com | Other observed source | 4.13% | 5 | 121 | 7 | Unavailable |
| #43 of 328 | Industrialsafetysensor.comindustrialsafetysensor.com | Other observed source | 4.13% | 5 | 121 | 7 | Unavailable |
| #44 of 328 | Livoxtech.comlivoxtech.com | Other observed source | 4.13% | 5 | 121 | 7 | Unavailable |
| #45 of 328 | Myrobotproject.commyrobotproject.com | Other observed source | 4.13% | 5 | 121 | 7 | Unavailable |
| #46 of 328 | Tomshardware.comtomshardware.com | Other observed source | 4.13% | 5 | 121 | 7 | Unavailable |
| #47 of 328 | Uspto.govuspto.gov | Academic and government source | 4.13% | 5 | 121 | 7 | Unavailable |
| #48 of 328 | Ai Journalaijourn.com | Editorial publication | 3.31% | 4 | 121 | 7 | Unavailable |
| #49 of 328 | Avnet.comavnet.com | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #50 of 328 | Bestgpusforai.combestgpusforai.com | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #51 of 328 | Depthcamera.comdepthcamera.com | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #52 of 328 | Electronicsdesign.auelectronicsdesign.au | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #53 of 328 | Findmychip.comfindmychip.com | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #54 of 328 | Flux.aiflux.ai | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #55 of 328 | Machineu.commachineu.com | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #56 of 328 | Market.usmarket.us | Market and company database | 3.31% | 4 | 121 | 7 | Unavailable |
| #57 of 328 | Neuralcoretech.comneuralcoretech.com | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #58 of 328 | Ouster.comouster.com | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #59 of 328 | Qualcomm.comqualcomm.com | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #60 of 328 | Robosense.cnrobosense.cn | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #61 of 328 | Siliconflow.comsiliconflow.com | Vendor-owned source | 3.31% | 4 | 121 | 7 | Unavailable |
| #62 of 328 | Springer.comspringer.com | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #63 of 328 | Therobotreport.comtherobotreport.com | Editorial publication | 3.31% | 4 | 121 | 7 | Unavailable |
| #64 of 328 | Us-lidar.comus-lidar.com | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #65 of 328 | Woodsidecap.comwoodsidecap.com | Analyst and consulting research | 3.31% | 4 | 121 | 7 | Unavailable |
| #66 of 328 | Xenomatix.comxenomatix.com | Other observed source | 3.31% | 4 | 121 | 7 | Unavailable |
| #67 of 328 | Accio.comaccio.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #68 of 328 | Allaboutcircuits.comallaboutcircuits.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #69 of 328 | Autonomoustuff.comautonomoustuff.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #70 of 328 | Blickfeld.comblickfeld.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #71 of 328 | Cambrian-ai.comcambrian-ai.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #72 of 328 | Carnegierobotics.comcarnegierobotics.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #73 of 328 | Cmu.educmu.edu | Academic and government source | 2.48% | 3 | 121 | 7 | Unavailable |
| #74 of 328 | Embeddedrelated.comembeddedrelated.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #75 of 328 | Farnell.comfarnell.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #76 of 328 | Globalgpssystems.comglobalgpssystems.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #77 of 328 | Hackster.iohackster.io | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #78 of 328 | Hothardware.comhothardware.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #79 of 328 | Hycmoop.comhycmoop.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #80 of 328 | Industrialmonitordirect.comindustrialmonitordirect.com | Editorial publication | 2.48% | 3 | 121 | 7 | Unavailable |
| #81 of 328 | Institutionofelectronics.ac.ukinstitutionofelectronics.ac.uk | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #82 of 328 | Iscano.comiscano.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #83 of 328 | Kisacoresearch.comkisacoresearch.com | Market and company database | 2.48% | 3 | 121 | 7 | Unavailable |
| #84 of 328 | Kit.edukit.edu | Academic and government source | 2.48% | 3 | 121 | 7 | Unavailable |
| #85 of 328 | Marketresearchtelecast.commarketresearchtelecast.com | Market and company database | 2.48% | 3 | 121 | 7 | Unavailable |
| #86 of 328 | Matterport.commatterport.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #87 of 328 | Nvidia.comnvidia.com | Vendor-owned source | 2.48% | 3 | 121 | 7 | Unavailable |
| #88 of 328 | Openelab.comopenelab.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #89 of 328 | Pivoratech.compivoratech.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #90 of 328 | Pnwscientific.compnwscientific.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #91 of 328 | Quasi.aiquasi.ai | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #92 of 328 | Renesas.comrenesas.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #93 of 328 | Robotshop.comrobotshop.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #94 of 328 | Rs-online.comrs-online.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #95 of 328 | Sensorlidar.comsensorlidar.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #96 of 328 | Siliconreport.comsiliconreport.com | Editorial publication | 2.48% | 3 | 121 | 7 | Unavailable |
| #97 of 328 | Skku.eduskku.edu | Academic and government source | 2.48% | 3 | 121 | 7 | Unavailable |
| #98 of 328 | Stereolabs.comstereolabs.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #99 of 328 | Studica.comstudica.com | Other observed source | 2.48% | 3 | 121 | 7 | Unavailable |
| #100 of 328 | Techinsights.comtechinsights.com | Market and company database | 2.48% | 3 | 121 | 7 | Unavailable |
Showing the first 100 rows from 328 observed domains.
Release and boundary
How to cite this segment
Deep Tech & Hardware / Best tools: 328 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/best_x.
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.