Detect unlicensed before-after claim in ad copy

Judges: one draft ad or social caption. Questions: noul:guarantees_results; noul:implies_medical_diagnosis; choice:claim_risk - low|medium|high. Action: high risk blocks publishing and routes to compliance owner.

STop tier. Meets A, and the payoff is major with high confidence.4.71

Key facts

Vertical
Medical & aesthetic
Function
Ads
Status
Idea
Volume
routine
Value
major
Risk
high
Evidence
—
Flags
human-review

Build this with a classifier

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

{
  "decision_type": "yes_no",
  "question": "Does this input match the decision in “Detect unlicensed before-after claim in ad copy”?",
  "input": "<input to classify>",
  "output": "yes | no"
}

Related use cases

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