TL;DR
Consistent product packaging across AI-generated scenes requires a custom training run. This is the process we use for every new client.
Key Takeaways
- 01Minimum 120 reference images across 4 lighting conditions for a reliable asset model.
- 02A latent 'anchor' layer prevents the packaging from drifting during scene generation.
- 03Budget 3 days for training + validation before production begins.
Full article coming soon.




