Reduce AI editing rework: change one variable per round

Preserve a comparison baseline

When a draft is broadly correct, retain its references and instructions. Define the next change as a checkable requirement, such as a lighter background with unchanged product size. Replacing every setting makes the source of a change hard to identify.

Fix subject and composition first, then environment and light, and finally fine details. Polishing small text before the layout is settled often creates avoidable work.

Make revisions traceable

Use draft or lower-cost output settings only when the selected model actually supports them. Validate direction before paying for final delivery quality.

1. Keep the selected result in a fixed position.
2. State one primary change.
3. Compare old and new at the same display size.
4. Approve the change before moving on.

Count the whole production cost

Include retries, waiting and manual editing time, not only unit price. Clean unrelated references from the input bar before submitting. Investigate resource loading issues rather than repeatedly launching new jobs. Use originals for detailed acceptance checks.