Demand Gen A/B experiment: 50 conversions per arm, then what?
Google asks for at least 50 conversions per arm in Demand Gen conversion experiments. What that means for how many AI video variants you can afford to test.

Google's Demand Gen A/B experiments need a minimum of 50 conversions per arm to surface results for conversion-based metrics, and about 100 data points to start seeing them. So every extra AI video variant you add multiplies the conversions you need. Two videos need two arms of 50; four need four.
Figures are from Create A/B experiments for Demand Gen campaigns, read 2026-10-03.
The rules on Google's page
Two experiment types exist: Asset A/B experiments, which test creative as a single variable, and Custom experiments, which test audiences, bidding, formats or creative with more than two arms.
| Topic | What Google says |
|---|---|
| Minimum campaigns | At least 2 Demand Gen campaigns, both ready but not running |
| Variable | Choose campaigns that differ in only one variable |
| Traffic split | 50% recommended for the best comparison |
| Conversion metrics | A minimum of 50 conversions per arm to surface results |
| Budget | Testing budget as a variable is not recommended at this time |
Turn the minimum into a variant count
Estimate how many conversions your account makes in the time you can wait, divide by 50, and render no more variants than that gives you arms for. If you expect 120 conversions in the window, two arms is the honest ceiling, not four.
On Sume, one extra variant is one extra avatar video job per Generate avatar video. The render cost is small next to ad spend, so the conversion count, not the render bill, is what limits the test.
Keep the pair clean
Because Google wants one differing variable, change only the hook scene between the two videos. Keep the same avatar_handle, aspect_ratio, quality, scene and caption style.
Sources
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Written by Sume