technologyScore 45/100Watch

Vertical integration (hardware + software + manufacturing) is becoming the dominant moat in robotics foundation models

Andrew Kang· Mechanism Capital· Robotics· —· pub 2026-07-29· about Figure AI, Path Robotics; competing against hardware-agnostic model companies (Physical Intelligence, Skilled AI)
We've kind of like concentrated a lot of our bats in the companies that are building from like a vertically integrated perspective as in they're building the intelligence, they're building the hardware, they're building the software... if I'm developing intelligence well I need to collect a lot of data... embodiment specific data that your robot or your model is trained on, then it obviously runs going to run better on, you know, your own hardware. Um so that that's one important piece. And then if I need a lot of that data, right, like well then I need a lot of robots to collect that data.

Why it matters

This signals a structural winner-take-most dynamic in robotics. Companies that cannot achieve vertical integration may be trapped in a data collection/licensing business with limited defensibility, while integrated players compound advantages through proprietary embodiment-specific models. This challenges the market's assumption that model-only and hardware-only companies can compete.

Investment implication

Investors betting on pure-play foundation model companies (model-only), data collection businesses, or modular component suppliers face competitive risk from vertically integrated players. Figure AI, Path Robotics, and similar integrated players are likely to win disproportionate share of value; suppliers should be evaluated on contract lock-in and switching costs, not commodity upside.

Source

Building the SoftBank of Robotics | Andrew Kang (YouTube)
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