Pipeline 1 — incoming catalog validation
The agent scores each item on 8 parameters (photo-text match, crop, sharpness, lighting, background, EN/AR consistency, foreign objects, mobile readability). The multimodal LLM returns a structured JSON, based on which the item is sent to publication, reshoot, or regeneration.