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Most Robotic

Most Robotic

Most Robotic is a San Francisco robotics lab building Instance, a verification layer for robot learning, backed by Y Combinator.

Operating headquarters

San Francisco, CA, US🇺🇸

Founded

Accelerator

Y Combinator S26

Most Robotic builds the verification layer for robot learning under its Instance product. Given a task description and camera footage, the system returns a success verdict with supporting evidence for each episode, on any robot platform, so teams can trust their rollout data and train policies faster.

The company launched the product's first component, a success detector, through Y Combinator's Summer 2026 batch after benchmarking it against more than ten thousand held-out, human-labeled episodes across seven robot platforms. Claire Mao and Lucy Cai founded the company in San Francisco in 2026 after studying computer science at MIT and working in robotics research and software at NASA JPL, SpaceX, and AWS.

Most Robotic - Products & Services

Instance
Instance verifies robot task completion from camera footage, returning grounded success evidence for every episode.
Competing Products

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Most Robotic - Quick Facts

Who are Most Robotic's competitors?

Companies similar to Most Robotic include shotwell.ai, Scale AI, Fern and One Robot.

When was Most Robotic founded?

Most Robotic was founded in 2026.

Where is Most Robotic's headquarters located?

Most Robotic's headquarters is located in San Francisco, CA, US.

Most Robotic - Classification

Industry: B2B
Robotics
Ownership: Venture-Backed
Technology: Robotics

Model: AI Lab