Combine turkey, chili powder, cumin, onion powder, garlic powder, and salt in a large bowl. Shape into four patties.
Preheat grill or skillet to medium-high heat. Spray grill or skillet with olive oil and then cook the patties for 4-6 minutes on each side or until the internal temperature reaches 160 degrees F. Assemble wraps and enjoy.