PM Skills for AI Product Managers
Structured frameworks for AI product managers — covering daily workflows, product thinking, and technical depth.
Covers the full PM toolkit: writing PRDs, defining metrics, running prioritization, doing competitive analysis, building product strategy, and more — all tuned for the AI product landscape.
Skills
PM Workflow Skills
| Skill | Command | Use For |
|---|
| PRD Writer | /prd-writer | Generate structured PRDs from a feature brief or idea |
| Prioritization Matrix | /prioritization-matrix | Score and rank features using RICE/ICE/weighted scoring |
| User Research Synthesis | /user-research-synthesis | Synthesize interviews and feedback into actionable insights |
| Launch Checklist | /launch-checklist | Generate launch readiness checklists for product releases |
| Stakeholder Brief | /stakeholder-brief | Write exec-ready updates, decision docs, and status reports |
| Metric Dashboard | /metric-dashboard | Design KPI dashboards and metric tracking plans |
| PM Writing | /pm-writing | Rewrite any PM doc with extreme clarity — BLUF, numbered lists, force-ranked priorities |
Product Thinking Skills
| Skill | Command | Use For |
|---|
| Product Sense | /product-sense | "Design X", "Improve X", productize a capability |
| Product Strategy | /product-strategy | Market entry, competitive positioning, build-vs-buy, long-term vision |
| Analytical PM | /analytical-pm | Metrics, goal-setting, root-cause analysis, trade-offs, A/B tests |
| Technical PM | /technical-pm | System design, API design, ML/AI technical depth |
| Behavioral PM | /behavioral-pm | Leadership stories, conflict resolution, stakeholder management |
AI Industry Skills
| Skill | Command | Use For |
|---|
| AI Product Teardown | /ai-product-teardown | Structured teardown of ChatGPT, Claude, Gemini, etc. |
| AI Market Landscape | /ai-market-landscape | Real-time competitive analysis of the AI market |
| PM Case Study | /pm-case-study | Case studies from real AI product launches and decisions |
| AI Ethics & Trade-offs | /ai-ethics-tradeoffs | Safety/capability trade-offs, content policy, responsible scaling |
| Mock Interviewer | /mock-interviewer | Interactive mock practice with scoring and feedback |
Installation
Claude Code Plugin (Recommended)
/plugin marketplace add aroyburman-codes/pm-skills
Manual Installation
git clone https://github.com/aroyburman-codes/pm-skills.git ~/.claude/skills/pm-skills
OpenSkills (Cross-tool)
npx openskills install aroyburman-codes/pm-skills
How It Works
Each skill follows a research-first workflow:
- You describe what you need — e.g.,
/prd-writer AI-powered search feature for our docs platform
- The skill researches — web searches for latest data, competitor approaches, best practices
- Generates structured output — Following proven frameworks with inline citations
- Ready to use — Copy into your docs, share with stakeholders, or iterate further
Frameworks
Product Sense
Clarify → Why Build → Users → Pain Points → Solutions → Metrics
Product Strategy
Alignment → Landscape → Options → Recommendation → Risks
Analytical PM
- Metrics: NSM → Supporting → Counter → Ecosystem → Trade-offs
- Root-cause: Clarify → Segment → Hypothesize (MECE) → Validate → Act
- Trade-offs: Quantify → Framework → Experiment → Recommend
Technical PM
Constraints → Personas → System Design → Trade-offs → API/DX → Metrics
Prioritization
Impact → Confidence → Effort → Score → Rank → Communicate
Compatibility
Works with Claude Code, Cursor, Windsurf, Codex, and other tools supporting the Agent Skills standard.
Contributing
PRs welcome! To add a new skill:
- Create a directory in
skills/ with your skill name
- Add a
SKILL.md following the frontmatter format (see existing skills)
- Keep
SKILL.md under 500 lines — use reference files for detailed content
- Submit a PR with a description of the skill and example usage
License
MIT License — see LICENSE
