Commerce brands lose revenue and margin to markdowns and pricing guesswork. The core issue: they can’t safely test prices. Operators rely on gut feel, copycat competitors, or panic markdowns to move stock. They don’t know if a 5% price change will grow revenue or crush margin. Existing tools either show history or run risky live A/B tests in front of real customers.