Your AI feature works as intended. It also just recommended something harmful to a vulnerable user, automated a decision nobody agreed to, or reinforced a bias nobody checked for.

These are not edge cases.
They are predictable consequences that teams consistently fail to anticipate because they lack a structured way to think about them. Ethics checklists do not survive contact with roadmaps.

This workshop replaces them with something that does. Participants bring a real AI flow from their product and work through a practical process to map where harm can emerge across users, agents, and systems, identify failure points before launch, encode guardrails and escalation paths directly into the workflow, and build a monitoring approach for after deployment.

You leave with a working canvas you can bring into your next cross-functional review on Monday morning.