01
Lock a clean identity reference
Use a clear face and upper-body reference without product, text, or scene clutter competing with identity.

Consistency is a production discipline: a clean identity reference, fewer conflicting inputs, controlled scene references, and review after every generation.

Every workflow connects the initial text brief, a generated fictional identity, selected reusable references, generation settings, review, and delivery.
Use a clear face and upper-body reference without product, text, or scene clutter competing with identity.

Add products, outfits, props, and environments only when they are relevant to the requested frame.

Review generations in the media library and reuse the strongest image as the next production anchor.
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