The appeal process in German taxation is facing a digital transformation. This article develops a systematization framework that categorizes AI applications in front office, back office, decision support, and full automation. Concrete examples—from chatbots to automation-supported appeal decisions—are used to analyze opportunities and legal requirements. The system creates a regulatory framework for strategic further development.