This chapter presents the findings of an extensive mapping exercise to systematically identify systems for automated decision-making, including artificial intelligence for welfare provision in Swedish and Danish municipalities and regions. The starting point for the mapping exercise and the chapter is that knowing the extent and character of such systems is crucial for supporting and maintaining social justice. Theoretically, the contribution is framed through references to discussions of ADM and AI transparency and accountability. While considering the structural and practical limitations of transparency, we end the chapter with suggestions for future research to make welfare automation visible and hence open up for civic participation.