Preparation
Prepare to discuss one enterprise AI workflow.
The first conversation is most useful when the workflow is specific. Bring enough context to discuss what AI may do, what expertise should stay authoritative, what feedback should be captured, and what outcome would prove improvement.
Before the call
Name the workflow or knowledge loop you want to improve.
List the systems, records, and expertise AI would need to read.
Identify actions that should remain prohibited.
Bring one example of an exception or edge case.
Decide who currently approves or reverses the work.
Write what private eval or outcome would prove the workflow improved.
Useful prep tools
Bring controls, proof, feedback, and AI sovereignty context into the first conversation.
AI Workflow Control Matrix
Decide what AI can read, draft, recommend, execute, never touch, and learn from.
AI Control Loop Blueprint
Translate the proof-lab pattern into an organizational workflow with controls, telemetry, feedback, and outcomes.
AI Workflow Risk Check
Pressure-test workflow risk before a build or audit conversation.