prompt-factory

name	prompt-factory
description	Write GPT Image-ready ecommerce product photography prompts from a Brand Shoot Kit shot list and product preservation brief. Use for prompt packs, negative constraints, reroll instructions, and category-aware generation guidance.
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Prompt Factory

Turn a shot list into operational image prompts that preserve the product.

Each Prompt Must Include

• use case + aspect ratio
• scene and composition
• product placement/scale/handling
• preservation rules
• negative constraints
• specific reroll instruction tied to likely failure

Avoid

• generic luxury/minimal prompt sludge
• vague “cinematic” adjectives without composition
• fake claims or extra packaging text
• too-small product in commerce shots

Use scripts/generate-images.py --packet <packet> for dry-run/live generation manifests.

Executable module owner path:

• scripts/modules/prompt_factory.py --packet <packet-dir> -> prompts.json