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AI-Shaped Readiness Advisor

An interactive assessment that tells you whether your product org is merely "AI-first" (faster tasks) or truly "AI-shaped" (redesigned work), and which of five competencies to build next.

EducationIntermediate★ 7,152⑂ 853AI score 9/10Last updated: Sep 1, 2026

What it does

Claude runs a facilitated maturity assessment of how your product team actually works with AI.

  • Draws the AI-first vs AI-shaped line: "Copilot writes PRDs 2x faster" (efficiency) versus "an AI workflow validates hypotheses in 48 hours instead of 3 weeks" (redesign).
  • Scores five competencies on an explicit Level 1–4 rubric: Context Design, Agent Orchestration, Outcome Acceleration, Team-AI Facilitation, Strategic Differentiation.
  • Strict facilitation protocol: one question per turn, visible progress labels (Context Qx/8, Scoring Qx/5), numbered quick-select answers, pause/resume and meta-question handling.
  • Three entry modes: Guided, context dump (skips redundant questions), or best-guess mode where assumptions are labeled with High/Medium/Low confidence.
  • Deliverables: a five-row maturity profile table, an overall verdict, a dependency-aware priority recommendation, and a 4-week action plan (constraints registry, operational glossary, evidence standards, two-layer memory, Research→Plan→Reset→Implement).

Budget 15–20 minutes and about 13 questions.

Who it's for

  • PMs and product leaders who use AI tools but can't tell whether it's creating real advantage.
  • Heads of product deciding where to invest AI effort next quarter.
  • Anyone who needs a structured answer to "how are we using AI?" from leadership.
  • Not for teams that haven't started with AI at all, or for tactical prompt-writing help.

Example uses

  1. Assess my team: 6 PMs, we use ChatGPT for PRD drafts and meeting summaries but discovery hasn't changed. → scored as Context Design Level 1 with a week-by-week remediation plan.
  2. Build the five-competency profile table before a leadership review and land on "we're Emerging; next investment is Agent Orchestration."
  3. Diagnose context-stuffing habits (pasting whole PRDs) and convert them into a constraints registry, glossary, and reset-based context cycle.

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/deanpeters/Product-Manager-Skills/HEAD/skills/ai-shaped-readiness-advisor/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

↓ If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
↓ Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the skills/ai-shaped-readiness-advisor folder from the GitHub repo deanpeters/Product-Manager-Skills into my ~/.claude/skills/ai-shaped-readiness-advisor/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/deanpeters/Product-Manager-Skills.git && mkdir -p ~/.claude/skills && cp -r Product-Manager-Skills/skills/* ~/.claude/skills/

⚠ This is a third-party skill. Check the source repository before installing.

  1. Open a terminal (Terminal on macOS/Linux, Git Bash or WSL on Windows).
  2. Clone the skills repo: git clone https://github.com/deanpeters/Product-Manager-Skills.git
  3. Create the Claude skills directory: mkdir -p ~/.claude/skills
  4. This skill links to sibling skills (context-engineering-advisor, workshop-facilitation), so copying the whole folder is recommended: cp -r Product-Manager-Skills/skills/* ~/.claude/skills/
  5. For just this one skill: cp -r Product-Manager-Skills/skills/ai-shaped-readiness-advisor ~/.claude/skills/
  6. Restart Claude Code and confirm ai-shaped-readiness-advisor appears in your skills list.
  7. Run it with context up front to cut the question count, e.g. ai-shaped-readiness-advisor assess my team: 6 PMs, ChatGPT for drafts only.
View source on GitHub ↗License: NOASSERTION