In a medium bowl, mix your shrimp with olive oil with paprika. Transfer to the air fryer and cook for 7-9 minutes.
In a second medium bowl (or wash the one you just used), combine the paprika and butter. Once the shrimp is done, transfer to the bowl with butter and paprika and toss to combine. For a little extra kick you can add your favorite hot sauce.