Preferred Networks alternatives

Preferred Networks builds its embodied AI offer vertically: chips, computing infrastructure, foundation models and solutions all sit inside one Tokyo company of roughly 400 people, founded in March 2014 and still private after about US$315M raised. That integration is the attraction, but buyers who want a narrower layer of the stack, or a supplier outside Japan, have distinct routes. Tier IV, also Tokyo-based and a similar size at 404 employees, concentrates on autonomous driving through its Autoware platform and an open-ecosystem model, and it listed on the Tokyo Stock Exchange Growth Market in July 2026 — a fit when an open, community-built autonomy stack matters more than proprietary integration. AI² Robotics in Shenzhen, founded only in April 2023, goes the other direction: it develops, manufactures and services general-purpose intelligent robots themselves, backed by over US$890M reported funding. Apex.AI, headquartered in Palo Alto with offices in Munich, Stuttgart, Tokyo and Pangyo, sells safety-certified base software for mobility and autonomy — the layer to pick when certification, not models or machines, is the buying criterion. Bright Machines in San Francisco applies robotics and AI inside factories, currently leading with building AI servers, racks and storage systems. Choose Tier IV for open autonomy, AI² Robotics for finished robots, Apex.AI for certified software foundations, and Bright Machines when the project is manufacturing capacity itself.

Alternatives to Preferred Networks

Tier IV

TIER IV, Inc. is a Japanese autonomous driving technology company whose stated vision is the democratisation of autonomous driving: opening the technologies that contribute to safe autonomy so that many organisations and individuals can build on them in an open ecosystem.

AI² Robotics

AI² Robotics is a Chinese general-purpose intelligent robot company that describes itself as a real-world AGI company and a leading developer, manufacturer and service provider of general-purpose intelligent robots.

Apex.AI

Apex.AI is an international software company developing safety-certified, developer-friendly and scalable base software for mobility and software-defined systems, headquartered in Palo Alto, California, at 844 East Charleston Road, with offices in Munich, Stuttgart, Tokyo and Pangyo.

Bright Machines

Bright Machines is a US manufacturer that uses robotics and AI to transform how products are designed and built, and whose current official site leads with a focused offer: 'We build AI servers, AI racks, AI storage systems' for the physical AI infrastructure build-out.

Full profile, with every fact and its source: Preferred Networks. Profile facts last verified 10 November 2026.