Appendix A — Department and industry prompt patterns

Use this pattern when building prompts in the labs. The right-hand column shows how the same ingredient changes across departments and industries.

Ingredient Question it answers Cross-department example
Role Who should Copilot act as? HR partner / FinOps analyst / sales manager / compliance reviewer.
Context Why do you need this? Preparing a QBR / handling an escalation / reviewing a vendor MSA.
Goal What should Copilot do? Summarize, analyze, draft, or recommend an action.
Sources What should it use? Only the linked mock files for that department.
Constraints What are the limits? Length, tone, no fabrication, no regulated or personal data.
Output contract How must it look? Table, JSON, sections, or slide outline.
Validation How is it checked? Flag any claim not supported by a source as unconfirmed.

Reusable prompt scaffold

Act as a [role in a named department].
Context: [why this matters for this business unit].
Using [source files], create [specific output].
Focus on [objective]. Format as [table / JSON / sections / slide outline].
Constraints: [length, tone, exclusions, no fabrication].
Separate evidence from assumption. Mark missing details as 'Not stated'.
Do not invent owners, dates, figures, policies, or personal data.
Respect industry rules: no patient, KYC/AML, credential, or PII content.