Credit-based pricing is gaining popularity among AI products due to its ability to manage vendor and customer expenses effectively. Key aspects of implementing a good credit system include granting credits periodically, time-based credit allocation, recurring grants, credit rollover policies, managing credit balance, real-time burn-down priorities, low-latency enforcement, insights into credit balances, handling negative balances, and maintaining accountability through ledgers.