Inspection photo caption to pass/fail hint

Judges: one caption from vision model. Questions: choice:visible_defect - crack/burr/discolor/none/unclear. Action: Unclear shots retaken, defects logged.

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
Industrial, energy & agriculture
Function
Creative & industry
Status
Idea
Volume
routine
Value
meaningful
Risk
moderate
Evidence
—
Flags
None

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 “Inspection photo caption to pass/fail hint”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

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