This whitepaper summarizes the results of the 2nd international joint workshop of BSI, TÜV-Verband and Fraunhofer HHI on the auditability of AI systems. It presents a new method, the Certification Readiness Matrix, that allows to systematically assess and compare the auditability of different use cases over time and applies it to the use cases presented during the workshop.