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Most Robotic

YC S26

San Francisco, US · Founded 2026 · 2 employees · 1 known investors

Instance Labs provides verification software that evaluates whether robots have successfully completed assigned tasks from camera footage. The platform helps robotics companies validate training data and accelerate policy development by analyzing raw video episodes and returning success verdicts with evidence.

Also known as Instance

Founders & leadership· Y Combinator alumni (S26)

Most Robotic was founded in 2026 by Claire Mao and Lucy Cai.

CMClaire Mao
Claire Maoin𝕏Cofounder & CEOClaire Mao studied mathematics and computer science at MIT and has worked at NASA's Jet Propulsion Laboratory, Boston Consulting Group, and MIT Media Lab.
LCLucy Cai
Lucy Caiin𝕏Co-FounderLucy Cai studied computer science and AI at MIT and conducted robotics research at MIT's LIS Lab. Previously, she held roles at SpaceX and Amazon Web Services.

Investors · 1

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Frequently asked questions

What does Most Robotic do?
Instance Labs provides verification software that evaluates whether robots have successfully completed assigned tasks from camera footage. The platform helps robotics companies validate training data and accelerate policy development by analyzing raw video episodes and returning success verdicts with evidence.
Who founded Most Robotic?
Most Robotic was founded by Claire Mao, Lucy Cai in 2026.
Who are Most Robotic's investors?
Most Robotic's investors include Y Combinator.
Where is Most Robotic headquartered?
Most Robotic is headquartered in San Francisco, US.