Provider bio matcher

Judges: one visitor sentence about concern. Questions: choice:best_provider - provider menu plus any. Action: highlight matching surgeon bio.

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.4.33

Key facts

Vertical
Medical & aesthetic
Function
Personalization & CRO
Status
Idea
Volume
routine
Value
meaningful
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 “Provider bio matcher”?",
  "input": "<input to classify>",
  "output": "yes | no"
}

Related use cases

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