Anaplan study links decision latency to supply-chain margin loss

A 2026 study from Anaplan and Incisiv examines forecast refresh cycles, manual intervention and the gap between AI importance and deployment. The planning implication is that visibility without faster governed decisions still leaves value on the table. Decision latency should be measured from signal detection through approval and execution, with clear ownership and override rules.