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My credit card won't even let me initiate a chargeback until I've contacted the retailer.

OP contacted the retailer according to the story. Affirm is not a retailer.

They are the party receiving the chargeback though. It's just usually the retailer that you pay directly.

Cards that are higher up in benefits and fees in the US will.