Product - Cost per item - What it does?

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I noticed that after I added a cost to inventory that already existed, it did not affect the Gross Profit section under the Finance Report. Does that mean that I needed to put the cost in at the time I added inventory? And only future sales will apply this cost for reports? Not past sales?