A practical guide to implementing LLM provider fallback chains for production applications. Covers the architecture of Geonapse's 3-tier fallback system (Gemini Flash-Lite ? Groq ? DeepSeek), error handling patterns, cost optimization strategies, response quality validation, and monitoring. Includes code examples using Vercel AI SDK's unified interface and lessons learned from running multi-provider LLM systems in production.
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