AI_Commercialization--Product-Management-skills

Start Here

This is the main English entry point for the repository.

If you remember only three things:

1. Start with a command; use a single skill only for narrow tasks.
2. Bring a real business or product problem, not a vague direction.
3. Default to Clarify -> Decompose -> Produce -> Review.

Default Workflow

If you are not sure how to use the library, start with this sequence:

1. workshop-facilitation Clarify the request, audience, constraints, and missing context.
2. task-decomposition Break a large task into checkable steps.
3. Target skill or command Produce the artifact, decision, diagnosis, or plan.
4. review-gates Check whether the output is usable before delivery.

This rhythm is especially useful for:

• Writing PRDs
• Defining AI features
• Diagnosing monetization problems
• Running complex analysis or reviews

If you want to connect this repo to different agents or machines, read:

• agent/ROUTING.md
• agent/OUTPUT_STANDARDS.md
• agent/DOMAIN_CONTEXT.md
• agent/SPARSE_CONTEXT_POLICY.md
• adapters/CODEX.md
• adapters/CLAUDE_CODE.md
• adapters/CURSOR.md
• evals/README.md
• private/README.md

Where To Start

I Need A PM Artifact

• skills/problem-statement/SKILL.md
• skills/prd-development/SKILL.md
• skills/ai-feature-brief/SKILL.md
• skills/pricing-packaging-brief/SKILL.md
• skills/revenue-metrics-scorecard/SKILL.md
• skills/llm-evaluation-plan/SKILL.md
• skills/task-decomposition/SKILL.md
• skills/review-gates/SKILL.md

I Need A Judgment Or Diagnosis

• skills/prioritization-advisor/SKILL.md
• skills/model-selection-advisor/SKILL.md
• skills/ai-risk-review/SKILL.md
• skills/conversion-funnel-diagnostic/SKILL.md
• skills/retention-levers-review/SKILL.md

I Need A Full Workflow

• commands/write-prd.md
• commands/shape-ai-feature.md
• commands/prepare-ai-launch.md
• commands/commercial-strategy-review.md
• commands/commercial-growth-review.md
• commands/redesign-pricing-packages.md
• commands/write-commercial-prd.md

Recommended Usage

Using skills/problem-statement/SKILL.md, help me define why trial-to-paid conversion is declining. Ask clarifying questions first, then return the output in markdown.

Using skills/task-decomposition/SKILL.md, help me break "rewrite the onboarding PRD" into checkable steps.

Run commands/shape-ai-feature.md for this request: design an AI copilot that turns interview notes into product insights for PM teams.

Run commands/write-prd.md for this request: write a PRD for improving self-serve onboarding completion. Decompose first, draft the PRD, then run review gates.

Run commands/commercial-growth-review.md for this request: diagnose why activated users are not converting to paid plans.

Run commands/commercial-strategy-review.md for this request: review our monetization growth strategy for next quarter.

Repository Structure

• component: produces one concrete artifact.
• interactive: asks questions before making recommendations.
• workflow: handles a multi-stage PM task.
• command: chains multiple skills into a reusable workflow.

The recommended pattern is not to pick skills at random:

• Use a command first for ambiguous tasks.
• Add task-decomposition for large tasks.
• Run review-gates before delivery.

Common Scripts

bash ./scripts/find-a-skill.sh --list-all
bash ./scripts/find-a-skill.sh --keyword pricing
bash ./scripts/find-a-command.sh --list-all
python3 ./scripts/validate-library.py
python3 ./scripts/check-style-consistency.py
python3 ./scripts/generate-catalog.py