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Property Chatbot Provider Portability: Recovery Rules for Production Token Costs

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

Short answer: For an LLM chatbot in production, GPT-4o-mini is the default choice for the lowest cost per token, but it belongs behind a provider-neutral contract with idempotent retries and an observable fallback path. For a property-management chatbot answering from a private knowledge base, the…

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  1. 2026-10-23 22:41 · DEV Community — AI
    Property Chatbot Provider Portability: Recovery Rules for Production Token Costs

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