AI-Shaped Readiness Advisor
Assesses whether product work is AI-first or AI-shaped and what to build next.
Test report
- Verdict
- Tested · Works
- Score
- Tested
- Jul 12, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · c2713b2
Verbatim clone+cp install works standalone from a single 43KB SKILL.md with clean strict-YAML frontmatter; note it cross-references sibling skills (workshop-facilitation as its 'source of truth' facilitation protocol, plus context-engineering-advisor and other advisors) that the one-folder install command does NOT copy, but it duplicates the full facilitation protocol and scoring rubric inline so nothing breaks. In an A/B on an identical team context dump, both arms independently reached the same maturity levels (2/1/2/1/1) and the same Context-Design-first priority with sound dependency reasoning, so the framework didn't change the substance; the skill's edge was fidelity — it applied the documented rubric labels and overall-average logic correctly (AI-First) and pulled framework-specific Week-1 actions (constraints registry, evidence standards), whereas the base mislabeled tiers off-by-one (called Level 2 'Transitioning', overall 'Emerging') and improvised generic Week-1 steps. Materially more checkable against the documented framework, but not transformative.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 4/5
- Triggers reliably 4/5
- Output vs. baseline 6/10
- Docs & honesty 4/5
What AI-Shaped Readiness Advisor does
Assess whether your product work is AI-first or AI-shaped. Use when evaluating AI maturity and choosing the next team capability to build.
How to install AI-Shaped Readiness Advisor
git clone https://github.com/deanpeters/Product-Manager-Skills
cd Product-Manager-Skills
mkdir -p ~/.claude/skills
cp -r skills/ai-shaped-readiness-advisor ~/.claude/skills/ai-shaped-readiness-advisor
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger AI-Shaped Readiness Advisor
-
/ai-shaped-readiness-advisorAssesses whether product work is AI-first or AI-shaped and what to build next.
It also activates on plain-language prompts like these:
-
Assess our team's AI maturity level -
Is our product work AI-first or just AI-shaped -
What capability should we build next for AI readiness
Frequently asked questions
- Is the AI-Shaped Readiness Advisor skill free?
- Yes. The skill itself is free from deanpeters/Product-Manager-Skills. SkillProof publishes the install command and an independent test verdict at no cost.
- Does AI-Shaped Readiness Advisor work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 12, 2026. Verdict: Tested · Works. Verbatim clone+cp install works standalone from a single 43KB SKILL.md with clean strict-YAML frontmatter; note it cross-references sibling skills (workshop-facilitation as its 'source of truth' facilitation protocol, plus context-engineering-advisor and other advisors) that the one-folder install command does NOT copy, but it duplicates the full facilitation protocol and scoring rubric inline so nothing breaks. In an A/B on an identical team context dump, both arms independently reached the same maturity levels (2/1/2/1/1) and the same Context-Design-first priority with sound dependency reasoning, so the framework didn't change the substance; the skill's edge was fidelity — it applied the documented rubric labels and overall-average logic correctly (AI-First) and pulled framework-specific Week-1 actions (constraints registry, evidence standards), whereas the base mislabeled tiers off-by-one (called Level 2 'Transitioning', overall 'Emerging') and improvised generic Week-1 steps. Materially more checkable against the documented framework, but not transformative.
- What is the AI-Shaped Readiness Advisor SkillProof Score?
- 7.2/10 — installs cleanly 4/5, triggers reliably 4/5, output vs. baseline 6/10, docs & honesty 4/5.
- How do I install AI-Shaped Readiness Advisor?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use AI-Shaped Readiness Advisor with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.