Test AI API Payments with a Tiny Balance, Not a Big Top-Up

Developers should treat their first AI API payment as a controlled experiment, not a large commitment. Common pitfalls include wrong model IDs, unexpected token costs, and SDK retries multiplying charges. A safer workflow: test a free model first, then add a minimal trial balance for one paid request before scaling.