In TPM, the leading applications of AI are in volume prediction, deduction management, and general automation of alerts and tasks. In prediction, historical sales, pricing and promotion tactics are used to build models that can be applied to forward-looking volume simulations for use in forecasting. In deduction management, this includes automatically acquiring and transforming documents/artifacts used in the process, matching deductions to promotional events, flagging invalid claims, and prioritizing disputes.
It's also used to improve accrual accuracy by detecting patterns in how promotions are settled over time. Across TPM, AI is being used to automatically create, prioritize, and take action on tasks in the planning, execution, and settlement processes. Examples of this include event commitments & closure, and alerts when plans or actuals exceed set parameters.