Roles and goals
Each group works from one functional perspective:
- Sales: decide whether and how to pursue the opportunity.
- Marketing: create credible communication without unsupported claims.
- Finance: compare scenarios and expose weak assumptions.
- HR: identify capability, availability, and staffing risks.
- Leadership: make a conditional decision under uncertainty.
Every group must:
- distinguish facts, interpretations, and recommendations;
- cite source IDs for important claims;
- list unresolved questions and their human owner;
- identify at least one place where AI output required correction or challenge;
- present its recommendation in two minutes.