There is no "after AX." It is not a one-time project. What matters is the feedback loop, not maintenance, and handling failure cases must be designed into the AX system itself. The design scope runs all the way to: someone says "this report number looks off," an agent picks it up, fixes the system, and gets sign-off from a human. · Career Hacker Alex