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Your AI PoC Works. Why Does Production Break It?

This story is from 2026-09-11. It is preserved in the archive; the latest stories are on the live feed.

You built the prototype. The model works. The API returns useful responses. The demo looks impressive. Everyone agrees that the proof of concept was successful. Then you deploy it. Suddenly, latency increases. Costs are higher than expected. Data doesn't look like the test dataset. Some outputs are…

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  1. 2026-09-11 09:36 · DEV Community — AI
    Your AI PoC Works. Why Does Production Break It?

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