How Decision Risk Accumulates

The hidden danger in polished, AI-generated documents.

AI drafts policy — polished, plausible

Leader scans, signs off

Gap hidden

Decision made — understanding unknown

Compliance finding — rework — investigation

The Socratic Metric Solution

Oral sessions ensure leaders understand the trade-offs.

Oral Session — VP Compliance
REC
Q1
Question 1 — start recording

Section 4.2 limits vendor retention to 90 days. Walk me through the risk a longer window creates.

0:09 J. Harmon, VP Compliance
Transcript

“I believe it’s a regulatory requirement… GDPR-related, I think.”

Sign-off blocked — trade-off awareness: 28/100