Exam Guide & Traps
Exam Traps
Trap 1: Technical vs Business Focus
This exam asks what a business leader should do, not an engineer.
- ❌ "Configure Azure settings..."
- ✅ "Establish governance policies..."
Trap 2: What Comes First?
Correct order:
- Executive sponsorship
- Governance & policies
- Organizational readiness
- Pilot
- Expand
- Deploy
- ❌ "Deploy Copilot to all users"
- ✅ "Assess organizational readiness"
Trap 3: Product Confusion
| If question mentions... | Think... |
|---|---|
| Knowledge workers, productivity | M365 Copilot |
| Custom AI, developers | Azure AI Foundry |
| CRM, sales, service | Dynamics 365 Copilot |
Trap 4: Security Concerns
When users worry about data privacy:
- ✅ Data stays in tenant
- ✅ Respects existing permissions
- ✅ Not used to train public models
- ✅ Enterprise compliance (SOC 2, ISO 27001)
Trap 5: Measuring Success
Don't just mention adoption numbers. Include:
- Productivity gains
- Quality improvements
- User satisfaction
- Business outcomes
How AB-731 Wants You to Think (Exam Lens)
You need to mentally override implementation habits and follow keyword detection:
| If the question says… | Lock-in answer |
|---|---|
| “Update weights” | Fine-tuning |
| “Learn new jargon permanently” | Fine-tuning |
| “Use internal docs at runtime” | RAG |
| “Reduce hallucinations cheaply” | RAG |
Decision Quick Reference
"Which Microsoft AI solution?"
User is a knowledge worker → M365 Copilot
Need to build custom AI → Azure AI Foundry
Need AI in CRM/ERP → Dynamics 365 Copilot
Need low-code AI → Power Platform"What should be done first?"
Always: Governance, executive buy-in, readiness assessment
Never first: Technical deployment, broad rollout"How to address concerns about..."
Data privacy → Tenant isolation, permissions respected
Bias → Responsible AI principles, governance
Adoption → Change management, training, champions
ROI → Multiple value categories, phased approach