How do I apply a pricebook / pricelist when I create purchase order using the Inventory API?

When I add pricebook_id to the purchase order JSON request, I see the correct pricebook associated with the purchase order but the prices are incorrect.

Do I have to look up the prices manually and apply them to each item? I should just be able to apply a pricelist to a purchase order and not have to deal with pricing.

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