AI governance
Who is accountable for AI output? The person who ran the agent.
Every AI failure I have investigated had a human who pushed the button. Automation is a delivery mechanism, not a transfer of responsibility.
AI governance
Every AI failure I have investigated had a human who pushed the button. Automation is a delivery mechanism, not a transfer of responsibility.
AI Security
Most AI rollouts ship the tool before the policy. By Q3 the org has the habits the policy was meant to prevent. Ship policy first - in days, not quarters.
Role Playbooks
Dev, QA, PM, BA, SA - five delivery roles, five different ways AI breaks them. Generic training fits none. The fix is a per-role playbook with four components, the last of which is the part a manager can inspect in five minutes.
AI Adoption
The 4-Level AI Adoption Evaluation Model: How to Tell What Your Delivery Team Has Actually Changed
AI operating model
Most AI transformation programs are AI procurement programs in disguise. Tools change in days. The operating-model layer - roles, decision rights, workflows, metrics, governance - changes in quarters and rarely gets touched.