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techMEDIUM2026-05-02 04:37 UTC

Why Most AI Startups Fail at Productionization

Most AI startups do not fail because of weak models; they fail because they cannot successfully move from prototype to production. Building a demo with a large language model or a machine learning pipeline is relatively straightforward today, but productionization introduces a completely different s

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