GPT Image 2

ChatGPT Image 2 Conversation Workflow

Build a controlled ChatGPT Image 2 revision loop with clear feedback, stable constraints, and deliberate thread resets.

2026/05/24

ChatGPT Image 2 conversation workflow

Conversation-based image work is most useful when each revision has a single purpose. Keep the approved subject, composition, and brand constraints fixed; then change only the text, lighting, crop, or one visual detail in each turn.

Image API versus a conversation

  • Use the Images API for a direct generation or a self-contained edit.
  • Use the Responses API when later instructions need the context of earlier images and feedback.
  • Start a fresh conversation when accumulated edits begin to conflict or the visual direction drifts.

Best fit

  • Iterative prompt refinement
  • Short feedback loops
  • Text-heavy creative assets
  • One brief, many revisions

What to watch

  • Keep the prompt short enough to revise
  • Avoid stacking too many conflicting edits
  • Reset the thread when the visual direction drifts
  • Move to a new prompt block when the goal changes

Official docs

ChatGPT Image 2 Conversation Workflow | GPT Image 2