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ai-shaped-readiness-advisor

Assess product team AI maturity across five competencies and generate a prioritized action plan.

1|1|Updated Jul 6, 2026
Search Tags:#product management#action plan#assessment#readiness#ai maturity#ai transformation#competency rubric
One-click install
npx skills add https://github.com/muhammaddadu/ai-skill-collection --skill ai-shaped-readiness-advisor-muhammaddadu
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ai-shaped-readiness-advisor
Source: https://github.com/muhammaddadu/ai-skill-collection/tree/main/1-exploration/ai-shaped-readiness-advisor
Command: npx skills add https://github.com/muhammaddadu/ai-skill-collection --skill ai-shaped-readiness-advisor-muhammaddadu

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Product teams often use AI tools for faster task completion without knowing whether they are achieving genuine organizational transformation. This Skill evaluates whether your work is AI-first (automating existing tasks) or AI-shaped (redesigning workflows around AI), identifies maturity gaps across five PM competencies, and recommends which capability to build next. ## Core Features & Use Cases - Five-Competency Maturity Assessment: Scores Context Design, Agent Orchestration, Outcome Acceleration, Team-AI Facilitation, and Strategic Differentiation on a 4-level rubric. - Adaptive Questioning Modes: Supports guided, context-dump, and best-guess entry modes with up to 13 structured questions. - Prioritized 4-Week Action Plans: Applies dependency logic to recommend a priority competency and delivers a week-by-week plan with success criteria. - Use Case: A product leader suspects the team only uses AI for faster document writing. Run the assessment, discover Context Design is at Level 1, and receive a 4-week plan to build a constraints registry, glossary, and evidence standards. ## Quick Start Ask the assistant to assess whether your product team is AI-first or AI-shaped and recommend which AI capability to build next.

Frequently Asked Questions about ai-shaped-readiness-advisor

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I assess my product team's AI maturity?▼

Run a structured assessment that scores five competencies: Context Design, Agent Orchestration, Outcome Acceleration, Team-AI Facilitation, and Strategic Differentiation. Each is rated on a 4-level scale from AI-First to AI-Shaped, producing an overall maturity profile.

What is the difference between AI-first and AI-shaped product work?▼

AI-first means using AI to automate existing tasks faster, like writing PRDs quicker. AI-shaped means redesigning how the team operates around AI, such as compressing learning cycles and building durable context layers that competitors cannot easily replicate.

How long does the AI readiness assessment take?▼

The assessment takes about 7-10 minutes with up to 13 questions: 8 context questions and 5 scoring questions. You can choose guided mode, paste a context dump to skip redundant questions, or use best-guess mode with labelled assumptions.

Which AI competency should my team build first?▼

Context Design is foundational and must come first if scored at Level 1-2, since Agent Orchestration and Outcome Acceleration depend on it. Team-AI Facilitation takes priority when AI usage is individual rather than team-wide across a distributed organization.

When should I not use an AI maturity assessment?▼

Skip it if your team has not started using AI tools at all, or if you need tool recommendations or tactical prompt-writing help. The assessment addresses organizational redesign around AI, not tooling selection or prompt techniques.

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