It takes a billion dollars and years to produce a new chip fab line. So no, it cannot just be produced for you on a dime.

Also supply contracts exist which is what started all this: OpenAI signed huge orders for most of the market all at once. No one had any chance to properly include that information in their pricing or bidding.