Product DecisionsApr 22, 2026· Konois (Lun Hsieh)

Should Your AI Product Train Its Own Model? A Decision Framework

Using cost, data sovereignty, and iteration speed to decide between API or self-built

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Should Your AI Product Train Its Own Model? A Decision Framework

"Should we train our own model?" This is a question every team trying to build an AI product has been asking lately. The answer is almost always "it depends" — but the problem is, most people can't even clearly articulate what it depends on.

We break this decision down into three dimensions: cost structure, data sovereignty, and iteration speed. Let's start with cost, which is the one most often misjudged.

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