Cialdini persuasion element present

Judges: A rendered page. Questions: choice:principle - reciprocity, commitment, social_proof, authority, liking, scarcity multi-label; noul:misuse_risk. Action: Gaps and any scarcity risk flagged for compliance.

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.3.92

Key facts

Vertical
Cross-industry
Function
Personalization & CRO
Status
Idea
Volume
routine
Value
meaningful
Risk
moderate
Evidence
—
Flags
check-fit

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 “Cialdini persuasion element present”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

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