# 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.

Grade: A — A 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.. Score: 4.33.

Vertical: Industrial, energy & agriculture.

Function: Creative & industry.

Status: Idea.

Volume: routine.

Value: meaningful.

Risk: moderate.

Evidence: null.

Flags: None.

- [Vertical](/verticals/industrial_energy_ag/)
- [Function](/functions/creative_industry/)
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- [Drone image captions to field action](/use-cases/drone-image-captions-to-field-action/)
- [Quality assurance defect category](/use-cases/quality-assurance-defect-category/)
- [Utility incentive program eligibility prescreen](/use-cases/utility-incentive-program-eligibility-prescreen/)
- [Scouting note severity from field app](/use-cases/scouting-note-severity-from-field-app/)
- [Process drift in free-text production notes](/use-cases/process-drift-in-free-text-production-notes/)