---
title: "Why Do My Images Drift After Many Rounds of Edits?"
url: https://www.imagequarry.com/faq/why-do-my-edits-drift-over-many-rounds/
last_updated: 2026-10-20
---

# Why do my images drift after many rounds of edits?

Because many AI editors redraw the whole image on every edit, not only the part you meant, and each round starts from the previous output. Small shifts in a face, a texture or the framing add up. Say what must stay, and edit from a good earlier version rather than the latest one.

Each edit is a fresh pass of the model over the image. Even with a clear instruction, parts you did not mention can be reinterpreted slightly. One small shift is hard to see; ten in a row can change a face, soften a texture or move the crop.

Masks help but do not freeze an area completely: OpenAI's documentation says masking with its image model is prompt-based and the model may not follow the mask's exact shape with complete precision.

Three habits keep drift down: one change per edit, an explicit list of what stays ("keep the face, hands, crop and background"), and comparing each new version with the last approved one. When drift has crept in, go back to the version before it started and make the remaining change from there.

ImageQuarry keeps every earlier version, so the last good image is always there to compare against and branch from.

_Sources: OpenAI image generation guide (Edit images, masking), checked October 20, 2026; ImageQuarry homepage._

Next step: [Can I edit an earlier version instead of the latest one?](https://www.imagequarry.com/faq/can-i-edit-an-earlier-version-instead-of-the-latest/)

## Related questions

- [When should I start over instead of editing again?](https://www.imagequarry.com/faq/when-should-i-start-over/): When the idea is wrong, not a detail.
- [Can AI edit a photo without changing the face?](https://www.imagequarry.com/faq/can-ai-edit-a-photo-without-changing-the-face/): Usually, if you say the face must stay.
- [Can I edit an earlier version instead of the latest one?](https://www.imagequarry.com/faq/can-i-edit-an-earlier-version-instead-of-the-latest/): Yes, when versions are kept.
- [Why does AI change my whole image when I ask for one change?](https://www.imagequarry.com/faq/why-does-ai-change-my-whole-image/): Because most AI editors redraw the whole picture, not only the part you named.
- [How do I compare two versions of an AI image?](https://www.imagequarry.com/faq/how-do-i-compare-ai-image-versions/): Side by side, at the same size.

Last reviewed 2026-10-20 by ImageQuarry.

## Keep the version that was right

Branch from the last good version in ImageQuarry instead of stacking another edit on the drift.