The decision at the center

Which actions are ready for automation, and what evidence is needed before autonomy increases?

The conversation

The session separates a persuasive diagnosis from a verified recovery. It uses operational questions about scope, blast radius, escalation, and rollback to connect technical choices with business accountability.

What to consider

  • Define a narrow operating envelope for an AI-assisted workflow.
  • Create observable success and stop conditions.
  • Test failure and recovery before expanding privileges.
  • Measure service and customer outcomes rather than activity.

How to use this guide

Use these questions for a reading group, team discussion, or event-planning conversation. Choose examples that fit the audience and avoid sharing confidential information. This guide describes a topic, not a program offered by a particular speaker.

Questions to explore

  • What is the operational risk of a wrong recommendation?
  • Which interventions are reversible?
  • What service outcomes matter to the audience?

Read before the conversation