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Companies choose among commercial model APIs, fine-tuned open-weight models and models they build themselves. This guide gives a five-question framework (differentiation, proprietary data with eval lift, volume, constraints, team capacity), a staged default path, the true costs of each option, and the conditions that justify moving up a level.
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