Module 7: Operations, monitoring, and governance

AINS6008 — AI Project Management & Deployment

Essential Question

What keeps deployed AI accountable over time?

Scenario

a delivery team deciding whether an AI project should move from experiment to deployment

Stakeholders: project sponsor, product owner, ML lead, operations manager, and governance reviewer

Core Moves

• Define the decision boundary

• Compare baseline and alternative

• Interpret evidence and assumptions

• Identify failure modes

• Recommend next action

Lab & Assignment

Write an operations plan with monitoring thresholds.

Artifact: deployment decision package with project charter, acceptance gates, risk log, and monitoring plan focused on operations, monitoring, and governance: Write an operations plan with monitoring thresholds.