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Assess whether your product work is AI-first or AI-shaped.
Passed 17 of 22 test cases with the skill, and 8 of 22 without it.
and 11 more in the full report
9 fixed8 passed either way5 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
I want to run an interactive maturity assessment to figure out if our product organization is just using AI for basic efficiency or actually redesigning our core PM workflows around AI co-intelligence. Please guide me through an adaptive evaluation step-by-step, starting with an introductory overview of time expectations and entry mode options, then evaluate our team's capabilities across core competencies to generate a structured maturity profile and a prioritized action plan for improvement.
| Checked | Without skill | With skill |
|---|---|---|
| Presents Guided mode as one of the entry mode options. | Missed | Passed |
| Presents Context dump as one of the entry mode options. | Missed | Passed |
| Mentions an estimated time requirement of 7-10 minutes. | Missed | Passed |
The instructions your model reads when the skill loads.
Assess whether your product work is "AI-first" (using AI to automate existing tasks faster) or "AI-shaped" (fundamentally redesigning how product teams operate around AI capabilities). Use this to evaluate your readiness across 5 essential PM competencies for 2026, identify gaps, and get concrete recommendations on which capability to build first.
Key Distinction: AI-first is cute (using Copilot to write PRDs faster). AI-shaped is survival (building a durable "reality layer" that both humans and AI trust, orchestrating AI workflows, compressing learning cycles).
This is not about AI tools—it's about organizational redesign around AI as co-intelligence. The interactive skill guides you through a maturity assessment, then recommends your next move.
| Dimension | AI-First (Cute) | AI-Shaped (Survival) |
|---|---|---|
| Mindset | Automate existing tasks | Redesign how work gets done |
| Goal | Speed up artifact creation | Compress learning cycles |
| AI Role | Task assistant | Strategic co-intelligence |
| Advantage | Temporary efficiency gains | Defensible competitive moat |
| Example | "Copilot writes PRDs 2x faster" | "AI agent validates hypotheses in 48 hours instead of 3 weeks" |
Critical Insight: If a competitor can replicate your AI usage by throwing bodies at it, it's not differentiation—it's just efficiency (which becomes table stakes within months).
These competencies define AI-shaped product work. You'll assess your maturity on each.
Building a durable "reality layer" that both humans and AI can trust—treating AI attention as a scarce resource and allocating it deliberately.
What it includes:
test cases passed, vs 8 / 22 without
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