Toyota, the world's largest automaker by volume, faced a dual transformation challenge: integrating AI into its legendary Toyota Production System while simultaneously building autonomous driving capabilities to compete with software-native rivals. The company's deeply embedded culture of human-centred manufacturing — built on decades of kaizen, jidoka, and gemba-based problem-solving — created organisational resistance to algorithmic decision-making on the shop floor.
Compounding this, Toyota needed to manage unprecedented production complexity as it shifted toward mixed-model lines assembling both internal-combustion and battery-electric vehicles simultaneously. Supply-chain vulnerabilities exposed during the global semiconductor shortage underscored the need for predictive AI capabilities, while capital expenditure for AI competed directly with the company's accelerating multi-billion-dollar electrification investment.
Toyota established the Toyota Research Institute (TRI) in 2015 with a $1 billion investment under CEO Dr. Gill Pratt, a former DARPA programme manager. TRI focused research on machine learning, robotics, and human-centred AI across labs near Stanford, MIT, and the University of Michigan, with its outputs feeding directly into Toyota's manufacturing engineering teams and vehicle development.
On the manufacturing side, Toyota deployed an AI platform across all 10 of its car and unit factories in Japan, using computer vision and sensor analytics for quality inspection and process optimisation. Separately, Woven by Toyota developed the Arene vehicle operating system — a software platform enabling over-the-air updates and advanced driver-assistance features, debuting in the 2026 RAV4. In 2024, Toyota and NTT announced a joint $3.3 billion investment targeting autonomous driving systems by 2028.
Toyota also built Woven City, a $10 billion living laboratory at the base of Mt. Fuji designed to test autonomous vehicles, robotics, and AI in a real-world urban environment. Phase 1 construction completed in late 2024, with the first ~100 residents moving in during 2025. The company framed all AI deployments as extensions of jidoka — automation with a human touch — preserving operator agency while augmenting decision quality with data-driven insights.
This is an industry case study based on publicly available information. Toyota is not a Pertama Partners client.
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