Auto-pick thumbnail candidate frames from frame captions

Judges: one frame caption from vision model. Questions: noul:face_visible_emotive; noul:text_safe_area_free; score:clickworthiness 1-5. Action: Top 5 frames per video cropped and sent to designer.

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.3.92

Key facts

Vertical
Agencies, media & creators
Function
Social & creator
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 “Auto-pick thumbnail candidate frames from frame captions”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

Cite this

Copy a link in your preferred format.