In a microwave-safe bowl, heat white chocolate chips and heavy cream, stopping to stir every 20 seconds until smooth.
Add white chocolate mixture, Bailey’s, and powdered sugar to coffee. Stir until combined. Divide between two mugs and top with whipped cream and caramel sauce.