Benchmark setup
Use comparable monthly budgets and estimate usable outputs after quality filtering.
UGC Ad Production Cost Benchmark 2026: Arcads vs Zeely vs MakeUGC vs EzUGC
Cost benchmark guide comparing popular AI UGC platforms with practical per-video economics.
Key takeaway
The winning platform is the one with the best cost per usable creative at your real operating cadence.
Where teams miscalculate
They ignore retries, revisions, and team coordination time when comparing vendor pricing.
How to use this benchmark
Treat numbers as directional, then validate using your own two-week production data.