Purpose
Guide PMs in structuring information for AI-assisted workflows — what context to provide, how to architect prompts, how to manage persistent context, and how to evaluate AI outputs for PM tasks.
Application
Question 1: PM Task
Agent asks: "What PM task are you trying to do with AI assistance?"
- Writing (PRDs, user stories, specs)
- Analysis (competitive, market, data)
- Facilitation (workshops, meetings)
- Decision-making (prioritization, evaluation)
- Communication (presentations, emails, updates)
Question 2: Context Available
Agent asks: "What context do you have available?"
- Product documents (PRDs, specs, roadmaps)
- User research (interviews, surveys, analytics)
- Competitive data (battle cards, market analysis)
- Internal context (organizational knowledge, constraints)
- Historical decisions (decision logs, meeting notes)
Output: Context Engineering Guide
# Context Engineering for: [PM Task]
## Context Selection
| Priority | Context Type | What to Include | Format |
|----------|-------------|----------------|--------|
| 1 (essential) | [Type] | [Specific items] | [How to structure] |
| 2 (helpful) | [Type] | [Specific items] | [How to structure] |
| 3 (nice-to-have) | [Type] | [Specific items] | [How to structure] |
## Prompt Architecture
[System context — role + constraints + quality criteria] [Task context — specific inputs for this task] [Output format — exact structure expected] [Quality checks — self-evaluation criteria]
## Memory Management
- **Persist across sessions:** [What to save as reusable context]
- **Refresh per task:** [What's task-specific]
- **Discard:** [What adds noise]
## Output Evaluation
- [ ] Does the output reflect the context provided?
- [ ] Would a PM recognize this as quality work?
- [ ] Are there hallucinated facts? (Always verify claims)
- [ ] Does it match the expected format?
References
Related Skills
skills/strategy/ai-shaped-readiness-advisor/SKILL.md— AI maturity assessmentskills/specification/prd-template/SKILL.md— AI-assisted PRD writing
Skill type: Interactive Domain: Communication & Stakeholders