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The demo works. Production doesn't: what breaks when you put an LLM on your company's data

This story is from 2026-10-22. It is preserved in the archive; the latest stories are on the live feed.

Every conversational analytics demo follows the same script. Someone connects a model to a clean warehouse schema, types "show me revenue by region last quarter," and gets a correct chart in four seconds. The room nods. Then somebody says the sentence that has launched a thousand doomed pilots: "No…

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  1. 2026-10-22 19:54 · DEV Community — AI
    The demo works. Production doesn't: what breaks when you put an LLM on your company's data

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