Working notes from shipping product visuals with [Yeri AI](https://yeri.ai/?ref=dffm).
## Why this notebook
I keep a short checklist so product shots stay consistent across SKUs: clean cut-outs, one reference frame per item, short scene prompts, outpaint for aspect ratios, upscale last.
## Practical steps
1. Shoot for the edit — plain background, consistent height.
2. Remove background and check thin edges at 200%.
3. Generate lifestyle scenes with short concrete prompts.
4. Expand instead of crop for marketplace formats.