Korea’s Biggest Manufacturers Back Config, the TSMC of Robot Data

Why It Matters

Config provides the missing data infrastructure that makes large‑scale robot AI economically viable, allowing manufacturers to accelerate automation without building their own data pipelines.

Key Takeaways

• Samsung, Hyundai, LG back Config’s $27M seed round
• 100,000+ hours of motion data collected, 30× competitor
• Goal: 1 million data hours and $10M ARR by 2027
• Offers cloud Robot‑as‑a‑Service platform for enterprises
• Positions as “TSMC of robot data,” enabling manufacturer AI

Pulse Analysis

Asia’s manufacturing muscle is now being redirected toward physical artificial intelligence, a shift that leverages decades of large‑scale production expertise. Countries like South Korea, Japan, China and Taiwan have built ultra‑efficient supply chains and export‑driven ecosystems, which are ideal for the data‑intensive training pipelines required by robotic foundation models. As robot deployments expand from factories to agriculture and defense, the demand for high‑quality, labeled motion data has become a strategic bottleneck that traditional software‑only AI firms cannot solve alone.

Config tackles that bottleneck by operating a dedicated data‑collection network across Seoul and Hanoi, employing nearly 300 technicians to record and annotate human actions in controlled studios and real‑world settings. With over 100,000 hours of motion data—30 times larger than the leading open‑source dataset—Config’s value proposition lies in its conversion technology that reshapes raw human movements into robot‑ready formats before model training. This pre‑processing approach reduces the computational waste and model‑tuning cycles that typically plague robot AI projects, giving manufacturers a faster path to functional automation.

The recent $27 million seed injection, led by Samsung Venture Investment and joined by Hyundai, LG and SK Telecom, signals strong confidence from Korea’s industrial giants that data will be as critical as silicon in the next wave of automation. Config’s roadmap—to hit one million data hours, achieve $10 million annual recurring revenue, and roll out a cloud‑based Robot‑as‑a‑Service—positions it to become the de‑facto data utility for robot developers. If successful, the company could accelerate the adoption of bespoke robot AI across sectors, reshaping competitive dynamics much like TSMC did for semiconductor manufacturing.