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Physicl Secures $10M Funding to Bridge the Sim-to-Real Gap for Robotics

2026-11-06 13:00 · source: TechCrunch · lang: en

Robotics startup Physicl has successfully raised $10 million in a new funding round aimed at solving one of the most persistent challenges in the industry: the ‘sim-to-real’ gap. This phenomenon refers to the difficulty of transferring AI models trained in virtual simulations to physical robots operating in the real world, where environmental variables are often unpredictable and complex.

To address this, Physicl is leveraging a unique pipeline that was originally designed for marketing goods online. By repurposing this infrastructure, the company aims to create high-fidelity digital environments that are ‘real enough’ for robots to train in effectively. The goal is to ensure that when a robot learns a task in a simulation, it can execute that same task in a physical setting with minimal calibration or failure.

The funding will be used to scale the company’s operations and refine its simulation technology. The robotics sector has long struggled with the cost and time associated with physical testing, which often requires thousands of hours of real-world operation to achieve reliability. By creating a more seamless transition from virtual training to physical deployment, Physicl hopes to accelerate the adoption of autonomous systems in logistics, manufacturing, and other industrial sectors.

Investors are betting that Physicl’s unconventional approach to simulation will provide a competitive edge. By utilizing tools originally intended for e-commerce and digital marketing, the company is applying a fresh perspective to robotics engineering. As the market for autonomous robots continues to expand, the ability to bridge the gap between digital training and physical performance will be a critical factor in determining which companies succeed in deploying scalable, reliable automation solutions.

Sources: TechCrunch


Aggregated summary. Original: TechCrunch