Preheat your air fryer to 390°F (200°C).
In a large bowl, mix together the olive oil, paprika, garlic powder, salt, and pepper.
Add the salmon bites and gently toss to coat them evenly.
In a separate bowl, combine the mayonnaise, Thai sweet chili sauce, Sriracha, and honey. Stir until smooth.
Set aside half of the sauce for later, and toss the seasoned salmon bites in the remaining sauce.
Working in batches, arrange the salmon bites in a single layer in the air fryer basket. Avoid overcrowding.
Air fry for 4–5 minutes, then flip and cook for another 4–5 minutes, or until the salmon reaches an internal temperature of 140–145°F (60–63°C).
Transfer the cooked salmon to a plate and drizzle with the reserved Bang Bang sauce.
Garnish with chopped chives and serve immediately.