Aishwarya uses product behavior and business evidence to decide where a growth motion should continue, change, or stop. At CRED Mint, she connected engagement and asset growth to the moments when referrals felt relevant. At Quizizz, she showed that free school access was not producing enough active-teacher growth and supported a shift toward sales-led expansion.