Dev.to
7/6/2026

Your AI API key is the first integration test, not the last setup step
Short summary
Test your AI API integration with a bare-minimum setup before touching complex frameworks: create a project-scoped key, set only the base URL and model ID, then run a simple cURL request to validate. Always check the request log for actual latency, token usage, and cost before scaling. This approach identifies configuration failures—wrong headers, old keys, missing endpoints, client-side exposure—early, avoiding costly production surprises.
- •Start with a minimal cURL test: just base URL, key, and model ID—no SDKs or frameworks yet
- •Always check the request log for actual latency, tokens, and cost before scaling
- •Catch configuration failures early—wrong headers, old keys, missing endpoints—instead of in production
Generated with AI, which can make mistakes.
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