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How to Build a Unified LLM Chatbot: Quality, Latency, and Failover

This story is from 2026-10-23. It is preserved in the archive; the latest stories are on the live feed.

For an in-app edtech chatbot that enriches messy product descriptions, use a unified multi-provider API with automatic failover. Keep the frontend talking to one contract, then route the request to OpenAI, Claude, or Gemini behind it. That gives reliability without forcing a UI rewrite when the pri…

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  1. 2026-10-23 23:20 · DEV Community — AI
    How to Build a Unified LLM Chatbot: Quality, Latency, and Failover

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