Preferred Networks vs GreyOrange

GreyOrange has a disclosed valuation of $1B, while Preferred Networks's valuation is not publicly available, making a direct size comparison difficult. GreyOrange employs 500+ people.

Preferred Networks has raised more in total funding at $350M, compared to GreyOrange's $300M — a gap of $50M.

GreyOrange holds the higher Awaira Score at 90/100, compared to Preferred Networks's 72/100. The Awaira Score is a composite metric factoring in valuation, funding, stage, team size, and market presence — a 18-point gap that reflects meaningful differences in scale or traction.

Preferred Networks was founded by Toru Nishikawa in 2014. GreyOrange was founded by Akash Gupta in 2011. Visit each company's profile on Awaira for a full founder biography.

Preferred Networks: Preferred Networks develops deep learning technology applied to robotics, autonomous driving, and industrial applications, building neural network architectures for real-time edge inference in robot control, factory automation, and connected vehicle systems. The Tokyo company gained international recognition for early competition victories in autonomous navigation and robot manipulation challenges and developed its own deep learning framework, Chainer, which influenced the design of PyTorch before Chainer was eventually retired.\n\nThe company raised approximately $350 million including a landmark $105 million Series A from Toyota Motor Corporation and other strategic investors, making it one of the most valuable AI startups in Japan at the time of its fundraising. Preferred Networks collaborates with Toyota on autonomous driving AI, with NTT on communications AI, and with Fanuc on factory robot intelligence, creating a portfolio of deep technology industrial partnerships that provide both funding and deployment scale for its AI research.\n\nPreferred Networks operates in Japan industrial AI market where established relationships with major manufacturing and automotive companies provide a defensible position that international AI startups find difficult to penetrate through conventional sales approaches. The company research focus on edge AI inference for robotics aligns with Japan competitive strengths in manufacturing automation and precision robotics, markets where AI-enhanced robot intelligence is being adopted to address labour shortages and quality requirements that purely mechanical automation cannot satisfy. GreyOrange: GreyOrange is an AI-powered warehouse robotics and fulfillment orchestration company that deploys mobile robots, AI software, and integration services to automate order fulfillment in e-commerce, retail, and third-party logistics warehouses globally. The company's Ranger robot series and GreyMatter AI platform work together to optimize task allocation, traffic management, and inventory placement across automated fulfillment centers.\n\nThe company raised approximately $300M and achieved a unicorn-level valuation, with deployments at major global retailers and logistics companies in the United States, Europe, and Asia. GreyOrange has established a strong position in the US warehouse robotics market, competing with Symbotic, Locus Robotics, and 6 River Systems for large enterprise fulfillment automation contracts.\n\nFulfillment automation has become a strategic imperative for retailers and logistics companies managing the scale and speed requirements of modern e-commerce. GreyOrange's dual strength in both hardware robotics and AI orchestration software gives it an integrated offering that is difficult for pure hardware or pure software competitors to replicate without substantial investment in the adjacent capability.

GreyOrange was founded first in 2011, giving it 3 years of additional market experience. Preferred Networks was founded later in 2014. In AI, even a year or two of head start can translate into significantly more training data, customer relationships, and institutional knowledge.

Preferred Networks has approximately 100-500 employees, while GreyOrange has approximately 500+. A larger team often signals higher revenue or venture backing, but in AI, smaller teams are increasingly capable of building at scale.

Yes, Preferred Networks and GreyOrange are direct competitors — both operate in the AI Robotics space and likely target overlapping customer segments. This comparison is especially relevant for buyers evaluating both platforms.