Why shadow AI spreads faster than shadow IT, the real risks beyond data leakage, how to actually discover it, and how to respond without driving usage further underground.
A practical framework for measuring AI ROI beyond adoption rate: cost per successful task, dependability rate, time saved, and return on compute, with a rollout process and executive reporting format.
A practical framework for building an AI governance policy: data classification instead of tool lists, review requirements, governance roles, and how to roll it out without it becoming shelfware.
