Your First AI API Payment Should Be a Test, Not a Wallet

Short summary

Before committing budget to AI API integration, run a controlled test sequence: start with a free-tier model to verify connectivity, then make one small paid request to confirm model IDs, token counts, and costs. This transforms your first payment from a blind commitment into a deliberate validation step that catches misconfiguration before it becomes expensive.

• •Test API connectivity with free models before spending money
• •Validate paid model IDs and cost expectations with a single small request
• •This prevents misconfiguration mistakes from becoming expensive debugging sessions

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