A practical framework for placing permissions, deterministic validation, approval gates, audit logs, stop conditions, rollback, and manual fallback between industrial AI and live operations.
A practical operating framework for attributing AI usage, controlling variable costs, detecting anomalies, and measuring cost per accepted business outcome.
A practical responsibility map for agentic AI partnerships—covering permissions, validation, monitoring, incidents, rollback, and manual fallback.
Google’s Gemini coworker agents show why AI identities need named owners, scoped mailboxes, access reviews, audit trails, monitoring, and offboarding.
Anthropic’s cyber-access program shows how businesses should govern AI safeguard exceptions with tiers, approvals, logging, monitoring, and revocation.
SKF’s AI-generated Greta Garbo campaign shows why businesses need a release-ready evidence file for synthetic media, product claims, approvals, provenance, and rollback.
