How the math works
From winner target to production plan
The model starts with your required winner count and historical concept-level hit rate. It then applies the number of useful variants your team produces for each concept and compares the requirement with current output.
Required concepts = winners needed ÷ concept hit rate
Required monthly assets = required concepts × variants per concept
Required weekly assets = monthly assets ÷ 4.33
Expected winners = (current assets ÷ variants) × hit rate
This is capacity planning, not a performance guarantee. Your definition of a winner, testing budget, offer, margins, and production quality all affect the real result.
Worked example
Four winners, 10% hit rate, three variants
A brand that needs four new winning concepts each month at a 10% historical concept hit rate must test 40 concepts. Producing three variants for each concept creates a requirement of 120 assets per month, or about 28 per week. If the team can currently ship 60 assets per month, its expected output is about two winners and its production gap is 60 assets.