Gemini multimodal pipeline for content production

Define extraction objective and expected output format for each asset before generation.

Clear input framing reduces cross-modal inconsistency later.

Lock schemas for text, image captions, and video highlights.

Version schema changes to avoid downstream breakage.

Run a final pass for entity, number, and timeline consistency across modalities.

Most quality incidents are subtle mismatch, not obvious model failure.

Public content should always include one domain reviewer before release.

Capture root-cause categories in review notes for iterative prompt improvement.

Pilot one campaign type and track throughput, defect rate, and edit distance.

Scale only after two stable production cycles.