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Custom asset training: getting your packaging right

Wen Zhou
Wen Zhou
AI Director · 14 min read · March 5, 2026
Custom asset training: getting your packaging right
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
  1. 01Minimum 120 reference images across 4 lighting conditions for a reliable asset model.
  2. 02A latent 'anchor' layer prevents the packaging from drifting during scene generation.
  3. 03Budget 3 days for training + validation before production begins.

Full article coming soon.

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Custom asset training: getting your packaging right — Handsome Smartech