Origami Robotics

Manipulate Anything Robot

Winter 2026ActiveIndustrialsArtificial IntelligenceRoboticsAutomationMillbrae, CA, USA

Company

We are building a "manipulate anything" model with the robot hardware that embodies it. We designed a hand-based data-collection device and a high DOF, direct drive robotic hand that match each other exactly, enabling us to eliminate embodiment gap and collect real-world data and deploy it directly. We want to scale real world manipulation data by deploying our devices "in the wild" like manufacturing factories, logistic centers to collect Tesla like data, use these data to train our model and then provide automation solutions to these industries.

Verdict

High Signal

Market Opportunity

Industrial manipulation is a massive market — factory automation and logistics robotics collectively represent hundreds of billions in potential TAM. The 'manipulate anything' model targeting manufacturing and logistics ICPs is credible and high-value. Tesla-style data flywheel for real-world manipulation data is a compelling strategic framing with clear monetization via hardware + software/model licensing.

Medium Signal

Founder Signal

Quanting (Daniel) Xie is a CMU Robotics PhD student (expected 2029) with an ICRA 2024 submission, ex-Apple manufacturing intern, and clear deep technical robotics credentials — the hardware research lead. Ryan Xie has an MS in Robotics from U Michigan, 1.5 years as a robotics software engineer at Canvas (drywall robot startup), and founded Ground Robotics (StartX '25, autonomous turf care) before pivoting here — serial hardware founder signal but no exits. Both are genuinely technical roboticists, which matters enormously for this space, but Daniel is still mid-PhD and Ryan's prior company didn't exit.

Medium Signal

Competition

The dexterous hand hardware space is less crowded than it appears. Physical Intelligence (pi) and Skild AI build foundation models and software, not hands. MIT/CMU/Stanford direct-drive hands (e.g. LEAP Hand) are research projects or tendon-driven, not commercially available direct-drive products. No US company currently sells a commercial direct-drive dexterous robotic hand, giving Origami a genuine market gap. Real competitors are Shadow Robot (UK, tendon-driven, $100K+), Allegro Hand (South Korea, gear-driven), and well-funded humanoid companies (Figure, Sanctuary AI) that may build hands eventually. The risk is that these larger players enter the space, but for now the niche is underserved.

Medium Signal

Product

Website remains waitlist-only with no public demo, pricing, or customer logos. However, founders claim they have sold hands to Amazon and RLWLRD, and sold data-collection gloves to multiple companies for scaling manipulation data. These claims appear on their YC profile ("sold our hands to Physical AI Labs like Amazon") but lack independent public verification. If true, this represents real commercial traction for a pre-launch hardware startup. One blog post on gearbox design philosophy demonstrates technical depth.

OverallB Tier

Two genuinely technical robotics researchers from CMU and U Michigan tackling dexterous manipulation with a differentiated direct-drive approach. The market is massive (factory automation, logistics) and their competition is thinner than it appears -- pi and Skild AI build software not hands, and no US company sells a commercial direct-drive dexterous hand. Founders claim sales to Amazon and other labs, plus glove deployments to data collection companies, though none of this is publicly verifiable. The core risks remain: Daniel is mid-PhD (2029), capital requirements for hardware are brutal, and the website shows no public proof of customers. Upgraded from C on corrected competitive analysis and founder-claimed traction, but needs public evidence of deployments to reach A tier.

Active Founders

Ryan Xie

Founder

Serial hardware company founder. Working on something in physical AI space now

Quanting(Daniel) xie

Founder

Roboticist (CMU RI); Building manipulate anything model

Origami Robotics

TierB Tier

BatchWinter 2026

Team Size5

StatusActive

LocationMillbrae, CA, USA

Last Updated4 days ago

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