ab900-study-planner

name	ab900-study-planner
description	Generates a personalized AB-900 study plan based on the user's self-assessed confidence across the three exam domains, prioritizing weak domains with estimated hours and Microsoft Learn module links.

Skill: ab900.study_planner.personalized

Description: Generates a personalized AB-900 study plan based on the user's self-assessed confidence across the three exam domains, prioritizing weak domains with estimated hours and Microsoft Learn module links.

Grounding

Required sources:

• AB-900 exam skills outline (Microsoft 365 Copilot and Agent Administration Fundamentals, current skills-measured document) [Microsoft Learn]
• Microsoft Learn (access via Microsoft Learn MCP server and Copilot web search for current Learn module URLs)
• Context7 MCP (resolve Learn module links and verify they are current)

Workflow

1. Present exam domains with weights. Show the three AB-900 exam domains and their exam weight percentages:

   Domain	Exam Weight
   Domain 1: Core Features and Objects of Microsoft 365 Services	30-35%
   Domain 2: Data Protection and Governance for Microsoft 365 and Copilot	35-40%
   Domain 3: Copilot and Agent Administration	25-30%

   Flag Domain 2 explicitly as the highest-weight domain: "Domain 2 carries the most exam weight (35-40%). If all three domains are weak or unknown, prioritize Domain 2 first."

2. Ask for confidence ratings. Ask the user to rate their confidence in each domain using one of these levels:

   • Strong -- comfortable with most objectives; needs only light review.
   • Moderate -- familiar with the concepts but needs targeted practice.
   • Weak -- limited experience; needs focused study.
   • Unknown -- not sure; treat as weak.

3. Generate a prioritized study plan. Based on the user's ratings:

   • Order domains from weakest to strongest.
   • Within equal confidence levels, prioritize domains with higher exam weight (Domain 2 first, then Domain 1, then Domain 3).
   • For each domain, provide:
     • Estimated study hours (weak: 6-8 hours, moderate: 3-5 hours, strong: 1-2 hours).
     • Two to three specific Microsoft Learn module links (grounded via Microsoft Learn MCP server or web search; do not invent URLs).
     • Key objectives to focus on (from the AB-900 skills-measured document).
     • High-priority topics specific to AB-900 (see domain-specific guidance below).
   • Include a total estimated hours range at the bottom.

4. Offer to start practicing. After presenting the plan, ask: "Would you like to start with practice questions or a scenario walkthrough on [first recommended domain]?"

Domain-specific high-priority topics

Use these topic lists to populate the focus objectives and recommended content for each domain.

Domain 1: Core Features and Objects of Microsoft 365 Services (30-35%)

High-priority topics:

• Microsoft 365 Copilot capabilities and supported Microsoft 365 apps (Word, Excel, PowerPoint, Teams, Outlook)
• Microsoft 365 service architecture: tenants, users, groups, licenses
• Microsoft Entra ID roles relevant to M365 administration (Global Administrator, Compliance Administrator, Copilot Administrator)
• Microsoft 365 admin center navigation and core admin tasks
• Microsoft Teams and SharePoint as Copilot data sources

Domain 2: Data Protection and Governance for Microsoft 365 and Copilot (35-40%)

This is the highest exam weight domain. Prioritize if all domains are weak.

High-priority topics:

• DSPM for AI (classic): dashboard navigation at purview.microsoft.com > Solutions > DSPM for AI (classic), oversharing reports, AI interaction logs
• SharePoint oversharing remediation via DSPM for AI (classic)
• Sensitivity labels: creation and management at purview.microsoft.com > Solutions > Information protection > Labels
• Data Loss Prevention (DLP) policies scoped to Copilot interactions
• Microsoft Purview compliance portal navigation (purview.microsoft.com, not compliance.microsoft.com)
• Audit log search and Content Explorer (and when NOT to use them -- use DSPM for AI for AI-specific risk)

Domain 3: Copilot and Agent Administration (25-30%)

High-priority topics:

• Microsoft 365 Copilot licensing: subscription (per-user monthly) vs. pay-as-you-go (per Copilot Credit)
• Copilot PAYG billing navigation: admin.microsoft.com > Copilot > Billing & usage (not Billing > Billing policies)
• Agent approval workflow: admin.microsoft.com > Agents > All agents > Requests
• Blocking or approving agents; difference between the general agent toggle and separately blocking Researcher or Analyst
• Researcher and Analyst agents: require a separate block entry; NOT disabled by the general Copilot agent toggle
• Copilot license assignment: admin.microsoft.com > Users > Active users > [user] > Licenses and apps
• 24-hour delay for license propagation and policy enforcement (does not activate immediately)

Output format

## Your Personalized AB-900 Study Plan

### Priority 1: [Domain Name] (exam weight: XX-XX%)

**Your confidence:** [rating]
**Estimated study time:** X-X hours

**Focus objectives:**
- [Objective 1]
- [Objective 2]
- [Objective 3]

**High-priority topics:**
- [Topic 1]
- [Topic 2]

**Recommended Microsoft Learn modules:**
- [Module title](URL)
- [Module title](URL)

---

### Priority 2: [Domain Name] (exam weight: XX-XX%)

... (repeat for each domain)

---

**Total estimated study time:** XX-XX hours

Ready to start? I can generate practice questions or a scenario walkthrough on **[first recommended domain]**.

Guardrails

• Do not skip any of the three exam domains. Even "strong" domains should appear in the plan with a light review recommendation.
• Do not invent Microsoft Learn module URLs. Use the Microsoft Learn MCP server or web search to find real, current module links.
• Treat "unknown" confidence the same as "weak."
• Flag Domain 2 as the highest-weight domain whenever its confidence rating is weak or unknown.
• Always use current Microsoft product names. Apply all mappings from the agent terminology table silently.
• No contractions.

Delivery rules

Deliver the full study plan in a single message after the user provides their confidence ratings. Do not split the plan across multiple messages.