GPT Image 2 Prompt Workflow Playbook

GPT Image 2 prompt workflow

1. Define the output goal.
2. Break the prompt into subject, style, layout, and text.
3. Generate a first pass.
4. Review for composition and readability.
5. Refine only one variable at a time.

Prompt blocks that reduce retries

• Subject
• Scene
• Style
• Text
• Constraints

Review checklist

• Is the layout usable?
• Is the text readable?
• Does the image match the brief?
• Can the asset ship without extra work?

Best practice

If a run fails, reset the chat and keep only the approved constraints. That is usually faster than stacking many edits in one thread.

Docs-backed planning note

OpenAI's image docs separate single-image work from conversational multi-turn editing. If you later add automation, use the simpler path for one-off jobs and the conversational path for iterative work.

Related pages

• GPT Image 2
• Use cases
• Prompt guide
• OpenAI API image workflows
• Pricing
• Blog