How to benchmark the cost of an accepted AI video
By Drizzle team
2 min read
The useful production number is cost per accepted clip. A provider’s price per second leaves out rejected takes, preparation, and editing.
Define an accepted clip first
Write a short pass standard before generating anything: the correct product, readable composition, plausible motion, usable sound, and the required crop. If the label changes halfway through, the clip fails even if its opening looks convincing.
Give each model the same task where their inputs allow it. When one needs a prepared voice track or additional reference images, count that preparation rather than treating it as free.
Use a worked cost example
Suppose a hypothetical batch costs $40 in generation charges and takes two hours of editing at $30 an hour. The total is $100. If five clips pass review, the accepted-clip cost is $20. If only two pass, it is $50. These are planning examples, not measured model results.
Track attempted jobs, failures, credited-back jobs, accepted files, and labor separately. Divide the amount actually retained by providers plus labor by accepted outputs.
Compare the right commercial terms
A consumer subscription, API endpoint, and reseller can price the same model differently. Record version, resolution, duration, included allowance, and billing basis beside each estimate. A credit has no universal dollar or time value.
Use the UGC cost calculator and video cost worksheet with your own figures. This article supplies a benchmarking method; it does not claim a completed cross-model study.