Glossary

Next Best Action

Next best action is a personalization approach that, for each member at each moment, selects the single most valuable thing the program should do next, such as send an offer, prompt a review, or suggest a redemption. A model ranks candidate actions by predicted value and picks one, so member interactions follow priorities instead of fixed campaign calendars.

Next best action reframes personalization as a single decision made continuously. For each member at each moment, the system ranks every candidate action the program could take, sending an offer, prompting a review, suggesting a redemption, doing nothing, by predicted value, then executes the top choice. It orchestrates across channels rather than running each campaign in isolation.

A member who just earned enough points for a meaningful reward might get a redemption nudge, because completing a redemption deepens engagement more than another earn offer would. A member showing early churn signals might instead receive a retention gesture. The same framework produces both decisions.

For an enterprise operator, next best action solves a coordination problem that grows with scale. When dozens of campaigns compete for the same members, fixed calendars lead to over-contact and conflicting messages. A next-best-action layer arbitrates those competing claims against one measure of value, so each member interaction reflects priorities rather than whichever campaign happened to be scheduled. It turns a stack of separate programs into one coherent conversation.

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