Retail supply-chain AI is advancing faster than data and process unification

Research from Inspectorio indicates that AI adoption is accelerating among brands and retailers while fragmented data, processes and functions continue to limit value. The planning implication is that use-case growth can outpace operating-model readiness. Supply chain AI programs should define shared data, process owners, validation rules, exception workflows and outcome measures before expanding across forecasting, inventory and supplier management.