Seeking Value: How Toyota's Digital Overhaul Returned $3 for Every $1 Spent
Summary
Toyota Motor North America says its digital initiatives have returned $3 for every $1 invested over roughly five or six years. The work includes machine-learning tools for demand forecasting and supply planning, and the company is adding generative AI while aiming to keep its systems flexible across AI models.Key Facts
- Jason Ballard, Toyota Motor North America's vice president of digital innovations, gave the return-on-investment figure.
- The figure covers several operational and technology initiatives, including machine learning, and does not measure generative AI alone.
- Toyota's supply-chain planning process can involve more than 75 spreadsheets each month.
- The COVID-19 pandemic and semiconductor shortage led Toyota to reconsider how its supply chain worked.
- Ballard said dealer inventory fell from more than 50 days' supply to levels in the teens during those disruptions.
- Toyota began with machine learning and optimization to improve demand forecasting and supply planning across North America.
- The company is incorporating generative AI and developing plans for AI agents.
- Toyota is building its systems so it can choose among different AI models rather than depend on one provider.
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