How a fashion house develops imagery with AI — packshots, lookbooks, grounds, intake, and the craft judgements underneath. Written from the floor of a working studio, not from a keyword list.
Book the studio when the frame has to move, when the face is under contract, or when the garment has never been in front of a camera. Do not book it for the fourth colourway. Where the line sits now, from a director who books both.
A lookbook is bought by the day and used by the frame. The invoice covers the room, the crew and the retouching. The sample chase, the studio slot and the reshoot are the larger number nobody quotes.
An agent working for a fashion brand needs four decisions, not a paragraph of adjectives. What the API takes today, what organization keys and an MCP server will take when they land, and why the last reference has to be the model.
FLAM has no prompt box and never will. A director's judgement works by selecting, arranging and refusing, and none of that survives being typed into a field. So the house asks for choices, and puts control on a picture rather than on a sentence.
Lock one reference frame and every frame after it is built from that one. It is the single mechanic that makes an AI lookbook read as one shoot rather than forty, and it is the same discipline as not moving the light once the first hour on set is over.
A model in FLAM is a collage: several views of one person, attached as the last reference on every develop. That is the whole of how a face holds across forty frames, and it beat the identity adapter we built the plumbing for.
A catalogue holds together when four hundred garments are photographed as if they were one garment photographed four hundred times. The decisions that make a packshot are few and none is difficult, and volume is what makes every inconsistency visible.
A ground is a set, not a colour: a sweep of paper with a floor, a wall and a light on it. Why the house ships a curated shortlist of grounds instead of a colour picker, and how to choose between them against your range rather than your taste.
A season starts as a delivery, a phone full of photographs and no naming convention. Intake is the unglamorous half of fashion imagery and it is where the time actually goes, which is why the house does it first and asks you only to approve the result.