Collaborative AI agents are key to retail supply chains
In a recent meeting with a large retailer, my contact shared that each buyer on her team receives over 100 emails daily referencing data on a variety of topics, from out-of-stock issues and inaccurate pricing to recommendations for driving e-commerce. On the supplier side, the situation is similar: delivering Monday morning reporting to retailers, preparing for line reviews, monitoring out-of-stocks, and pushing new promotions. Emails and Excel are still the primary drivers of the $5 trillion retail industry, in the U.S. alone.
The opportunity for error in complex retail supply chains is immense. If demand forecasting and inventory management across thousands of store locations are inaccurate, the cost is tremendous. The combined cost of overstock and out-of-stocks are $1.77 trillion globally, just in 2023. These “if only” moments are coordination failures, and the root cause lies with siloed data and manual processes.
Tariff uncertainties, climate change, and geopolitical instability are driving additional waste and operational inefficiencies that strain an industry already operating on razor-thin margins. The disconnect between retailers and suppliers is unsustainable and presents the most challenging operational issue across highly........





















Toi Staff
Sabine Sterk
Penny S. Tee
Gideon Levy
Waka Ikeda
Grant Arthur Gochin
Rachel Marsden