1. The source image changes cost
A clean source with clear subject boundaries and plausible depth usually needs fewer retries than a cluttered or heavily retouched image.
CORE FORMULAEffective cost = attempt cost ÷ acceptance rate
2. Price the motion test first
Validate motion at the lowest acceptable duration and resolution before paying for final-output settings.
3. Track failure categories
Separate identity drift, warped objects, camera failure and unwanted motion. Each category needs a different fix.
Models worth comparing next
Frequently asked questions
Is image-to-video cheaper than text-to-video?
Not automatically; better control may lower retries, while endpoint rates can still be higher.
What image works best?
Use a high-quality image with clear composition and no conflicting motion cues.
Next step
Build your own workload plan, then save candidate models for comparison. Your plan stays in your browser.
Open workload planner →