Decision Survivability
Decision survivability is the ability to explain why you made a choice even when things turn out badly. It is like having a paper trail that proves you did your homework, so you can stand by your actions when someone asks, 'What were you thinking?'
A framework for evaluating AI maturity based on the auditability and defensibility of automated outcomes. It shifts the focus from performance metrics to accountability, requiring that every AI-driven decision be supported by verifiable data and logic that can withstand post-incident scrutiny, regulatory review, or operational failure.
C4AIL's assessment philosophy: the test of AI maturity is not whether a decision worked but whether it can be defended after something goes wrong — under regulatory scrutiny, operational failure, cost pressure, and personal accountability. You can only defend a decision you were able to verify. (C4AIL.)