Material And Precision Engineering

DAINVI Limited

🌍 Official Website 🏢 HKSTP Source
52 Potential

Decision Maker

N/A
enquiry.marketing@hkstp.org
+852 2629 1818
5/F, Building 5E, 5 Science Park East Avenue, Hong Kong Science Park
Raw Description
Product | Value Propositions of DAINVI Smart Workstation | For Inspectors - Reduce inspection errors with real-time AI assistance. Reduce discomfort with our ergonomically designed products. Increase productivity with the national call for New Quality Productive Forces. | For Sales - Quality and cost of products are no longer the only considerations in choosing and evaluating suppliers. Attract new customers and forge existing relationships with DAINVI Smart Solutions. | For HR - Cost of hiring is increasing. Make labour as productive as possible. Retain inspectors’ knowledge, make them transferrable, and reduce the cost of inspector turnover. | For Managers - Receive objective and quantifiable data with detailed evaluations and advice. Data-driven decision-making enabled. Meet ESG requirements. | For Owners - Consolidate existing revenue, improve chances for new sales, reduce cost of employee turnover, and have a data-driven decision-making management team. Prepare your factory to be the one that lasts. | Technology | Industrial surface inspection defect catalogue | Industrial surface inspection defect definition | Industrial surface inspection data acquisition | Industrial surface inspection data management | Industrial surface inspection data annotation | Industrial surface inspection AI model training | Industrial surface inspection AI model deployment and monitoring | Industrial surface inspection quality analytics and visualisation platform || Established in April 2024, DAINVI Limited is a deep tech startup dedicated to the development of visual general inspection technologies in industrial inspection applications using the latest artificial general intelligence (AGI) techniques. Globally trusted parties have recognised DAINVI's rapid milestone growth as one of the youngest companies to be: | Jun 2024 - approved Google X HKSTP AI Co-Incubation Program | Jul 2024 - recommended to HK Tech 300 Angle Fund “Elite Programme” | Aug 2024 - recommended to The 9th Maker in China Guangdong Province SME Innovation and Entrepreneurship Contest cum The 8th Maker in Guangdong Provincial Semi-finals | Sep 2024 - official member company of Incubation Programme, HKSTP | Description | AGI-empowered industrial visual inspection for fully automatic high-mix low-volume surface general inspection.

Strategic Analysis

Executive Brief

DAINVI Limited is an AGI-driven deep tech startup specializing in high-mix, low-volume (HMLV) industrial surface inspection. Their core value proposition lies in "Smart Workstations" that leverage artificial general intelligence to automate defect detection, improve inspector ergonomics, and provide data-driven quality analytics. They are currently scaling through high-profile incubators like HKSTP and Google X.

Strategic Fit & Lead Score

Lead Score: 52/100

  • Why this Score? DAINVI is primarily a software and systems integration company. They do not manufacture diamond materials, but their hardware workstations and the industrial environments they serve create significant opportunities for 6C. Specifically, their AI-driven sensors require high-performance optical windows and thermal management, while their end-users in precision manufacturing are the primary consumers of diamond-enhanced components.

6C Solutions Proposal

Application Area 6C Solution Technical Value Prop
Optical Protection PCD/SCD Optical Windows Diamond's wide transparency range (UV to Far-IR) and extreme hardness (100 GPa) protect DAINVI's high-end sensors from abrasive factory dust, flying debris, and chemical splashes without distorting AI visual data.
Edge AI Thermal Mgmt PCD Heat Spreaders DAINVI’s workstations process AGI models locally. Diamond heat spreaders (Thermal conductivity >2000 W/mK) enable higher clock speeds on edge GPUs/NPUs, preventing thermal throttling during 24/7 inspection cycles.
Calibration Standards Ultra-pure SCD Pellets 6C can provide "Perfect Surface" single-crystal diamond (Ra < 1nm) to serve as the gold-standard calibration target for DAINVI's AI defect cataloguing, especially for reflectivity and surface roughness metrics.
Harsh Environment Kits Diamond-Coated Sensors For DAINVI clients in chemical processing or metal smelting, 6C can provide direct diamond coating services for sensor housings to ensure longevity in corrosive or high-temperature (up to 600°C in air) environments.

Engagement Hooks

  • Technical Question: "As you scale your AGI models for real-time inference at the edge, how are you managing the thermal constraints of the workstation hardware to ensure consistent frame rates and inspection accuracy in non-climate-controlled factory floors?"
  • Value Statement: "6C can harden your Smart Workstation's 'eyes' with diamond optical windows and 'brains' with MPCVD heat spreaders, ensuring your AI performs in the harshest industrial environments where standard glass and silicon fail."

Technical Appendix for DAINVI Engineering Team:

  • Material Choice: For visual inspection, 6C PCD offers the best balance of cost and durability for large-format protective windows.
  • Surface Finish: Our SCD substrates achieve Ra < 1nm, making them ideal for sub-micron defect calibration in semiconductor or precision optics inspection modules.
  • Thermal: Diamond’s thermal expansion coefficient (1.1 x 10-6/K) is closely matched to silicon, ensuring reliability under the cyclic thermal loads of AI processing.