Next-best-action recommendation

Scores recommended next action (buy, upgrade, join newsletter, take survey) based on customer lifecycle stage.

AA clean typed decision (yes/no, a pick from a list, or a level on a scale) that is concrete, repeats routinely, and has meaningful value.5.46

Key facts

Vertical
Cross-industry
Function
Personalization & CRO
Status
Seen in the wild
Volume
high
Value
major
Risk
moderate
Evidence
described plan
Flags
None

Source: https://www.mailmunch.com/blog/personalized-content-trigger-popups

Build this with a classifier

Define a typed decision with a bounded answer, then evaluate it on examples.

{
  "decision_type": "choice",
  "question": "Does this input match the decision in “Next-best-action recommendation”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

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