My Workflow for Turning a Client’s Bad Reference Image Into a Better Direction
When clients provide messy or technically flawed reference images, trying to replicate them directly leads to AI generation failures. Instead, creators should use a systematic workflow: separate the client's emotional feedback from technical flaws, lock in accurate product geometry as a source of truth, translate useful vibes into constraints, and build structured prompts that ensure consistent, high-quality commercial results.
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