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Yushiro Kato, CADDi, Inc | theCUBE + NYSE Wired: Mixture of Experts
Originally published on SiliconANGLE theCUBE
Summary
On theCUBE + NYSE Wired: Mixture of Experts, theCUBE host John Furrier talks with CADDi co-founder and CEO Yushiro Kato about how specialized AI is changing the work of engineering and procurement teams in manufacturing. Kato explains how the CADDi AI Data Platform ingests decades of scattered design, quality, and procurement data and puts AI agents to work: finding reusable designs, flagging risks before production, and selecting suppliers with cost benchmarks. He describes how CADDi's roots as a manufacturer shaped its products, why more than half of the quality defects CADDi tracked traced back to drawings and 3D CAD models, and how a data flywheel from downstream to upstream helps teams cut rework. He closes with CADDi's 10-year vision to accelerate physical innovation tenfold by building reusable design libraries, much like software libraries.
Key takeaways
- AI agents as team members. The CADDi AI Data Platform puts AI agents to work on real engineering and procurement tasks. The agents complete the work and report back, and people make the decisions.
- Reuse over reinvention. In manufacturing, change is a risk. Instead of generating designs from scratch, CADDi's AI finds the closest existing design, identifies the required changes, and flags risks. Kato says this shortens product development lead time from several weeks to several hours.
- Catch rework early. A car has about 30,000 parts, and each part typically goes through 10 to 20 reworks. Kato says more than 50% of the quality defects CADDi tracked came from drawings and 3D CAD models, so feeding quality data back to engineers early saves cost and time.
- Built by a manufacturer. CADDi ran its own manufacturing business with more than 10 inspection centers and built 26 internal applications before productizing its technology. It now has about 900 people and customers in 22 countries.
- Libraries for the physical world. Software developers write less than 10% of their code, while more than 80% of manufacturing designs are created from scratch. CADDi's 10-year vision is to accelerate physical innovation tenfold with industry-wide and company-wide design libraries.
Chapters
- 00:00 CADDi's AI Agents for Manufacturing
- 03:16 Reusing Engineering Knowledge and Automating Procurement
- 06:19 Building Trust and Reducing Automotive Rework
- 09:19 CADDi's Software Connecting Design and Global Manufacturing
- 13:11 Accelerating Physical Innovation With Design Libraries
- 15:31 Overcoming Physical Limits Beyond Manufacturing
FAQ
What does CADDi do? CADDi CEO Yushiro Kato describes CADDi as a vertically integrated AI platform for manufacturing. The CADDi AI Data Platform ingests past data scattered across systems, analyzes it with CADDi's proprietary AI, and puts AI agents to work on engineering and procurement tasks.
How does CADDi help engineering teams? When an engineer receives a customer requirement, CADDi's AI reads it, finds the closest designs that can be reused, identifies the changes required, and flags the associated risks. After detail design, it checks drawings and 3D CAD models for potential manufacturing and quality risks before production.
How does CADDi help procurement teams? It automatically selects suppliers for procurement officers and gives cost benchmarks based on past parts, reducing both cost and the time it takes to select suppliers.
Why are manufacturers skeptical of software, and how does CADDi address that? Kato says hardware engineers are skeptical of software by nature, and earlier SaaS tools only scratched the surface. CADDi started as a manufacturer, liable for quality, cost, and delivery, and built its own internal applications before customers asked it to productize them.
What is CADDi's 10-year vision? To accelerate physical innovation by 10x. Kato points out that a car took four years to build in 1995 and still does today, and that reusable design libraries, like the libraries software developers rely on, can change that.
Related links
- CADDi AI Data Platform
- CADDi Design Review
- CADDi Quote
- Materialization: Making Things in the Age of AI (essay)
- CADDi Series D announcement
- More CADDi news
About CADDi
CADDi is a global manufacturing technology company driven by the vision to accelerate physical innovation tenfold. Headquartered in Chicago and Tokyo, the company was founded in 2017 by industry veterans Yushiro Kato and Aki Kobashi, formerly of McKinsey and Apple, respectively. CADDi currently serves manufacturing businesses in more than 20 countries, including many of the largest publicly traded companies in Japan and the United States. To learn more, visit caddi.com.