1. Separate product and lifestyle shots
Product close-ups demand geometry and label stability; lifestyle shots prioritize believable motion. Score them separately.
CORE FORMULAEffective cost = attempt cost ÷ acceptance rate
2. Protect the text-safe area
Generate composition with planned space for real typography. Do not depend on generated packaging text for final claims or legal copy.
3. Test in a funnel
Start with inexpensive motion tests, promote successful concepts to higher resolution, then add editing and sound.
Models worth comparing next
Frequently asked questions
Should the model generate ad text?
No. Add exact claims and legal text during editing.
What should be measured?
Track product fidelity, usable motion, composition and cost per approved shot.
Next step
Build your own workload plan, then save candidate models for comparison. Your plan stays in your browser.
Open workload planner →