Offer framing classification discount vs value

Classify ad offers by framing type (discount percentage, free trial, bundling, risk reversal, money-back guarantee) to predict conversion and compare competitor offers

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.4.22

Key facts

Vertical
Cross-industry
Function
Ads
Status
Seen in the wild
Volume
routine
Value
meaningful
Risk
moderate
Evidence
described plan
Flags
None

Source: https://apify.com/frameprobe/ad-teardown

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 “Offer framing classification discount vs value”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

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