Prompt Factory

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.

TheMattBerman 3515293 959 B Updated

File contents

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

themattberman/brand-shoot-kit/tree/main/skills/prompt-factory commit 3515293f33

Frequently asked questions

npx skillmds@latest add themattberman/prompt-factory