The accountability layer

Statement of Actuarial AI Opinion — generator

The framework's final step is a credentialed sign-off. This page assembles a signable opinion from the live metrics for the selected system — expected loss, stochastic reserve, aggregate economic capital, A/E drift flags, estimated credibility, and the reject-inference-corrected error rate — all computed client-side and reconciling exactly with the tool and paper. Fill the sign-off fields, then Print / Save as PDF.

Educational template — not a substitute for a qualified actuary's independent judgment.
Methods & documentation checklist (ASOP-style)