Is Your PM Team Shipping at AI-Era Velocity?
A scored profile across the PM-specific AI use cases — research synthesis, spec drafting, roadmap arbitration, experimentation, customer-signal aggregation.
- A scored profile across 6 dimensions — see exactly where you're strong and where the gaps are.
- Your biggest opportunities, mapped to specific next moves.
- A personalized video walkthrough from Shawn (optional) — a real read on your results.
Most PM teams aren't slow because their PMs are slow — they're slow because the high-leverage work (research synthesis, PRD drafting, signal aggregation, experiment design) is still being done by hand. AI changes the floor on what a single PM can produce in a week, but only if it's wired into the workflow at the team level instead of left to individual PM curiosity.
This free assessment scores your PM team's AI leverage across six dimensions and returns a clear profile in about six minutes. It's built from 27 years of technology leadership across Fortune 500 and growth-stage companies — the same lens a fractional CTO or fractional CAIO would bring to a product organization that wants to ship at AI-era pace.
What the PM AI leverage assessment measures
AI leverage in product management isn't a single number — it's a profile. The assessment scores six dimensions independently so you can see exactly where the upside is: Research Synthesis (turning interviews and surveys into themes), Spec & PRD Drafting (lifting the floor on PRD quality), Roadmap & Prioritization (sharpening impact scoring and tradeoffs), Experimentation & Analysis (test design and result interpretation), Customer-Signal Aggregation (fusing tickets, sentiment, and usage), and Tooling & Integration (whether platform AI features are actually used and whether design, PM, and engineering share an AI-supported workflow). The final question maps the specific PM workflows where AI would pay off first.
Why PM AI leverage matters now
When engineering ships faster with AI coding agents and design moves faster with AI tooling, the PM function becomes the bottleneck unless it adopts the same leverage. The teams that figure this out treat AI as the first-draft author of repeatable PM artifacts — research summaries, PRDs, test readouts, exec briefings — and keep the PM in the editor seat. That single move can cut weeks out of the discovery-to-shipped cycle without sacrificing rigor.
What you get at the end
You'll see an overall PM AI leverage score, a band that describes where your team stands (from Manual Mode through Frontier PM Org), a per-dimension breakdown, and a map of your highest-leverage workflow opportunities. From there you can request a personalized video walkthrough — a short, recorded read on your specific results and what a fractional CTO/CAIO engagement would do for your situation.
Frequently asked questions
What is a PM AI leverage assessment?
A PM AI leverage assessment is a structured evaluation of how well your product management team is using AI to multiply its output across research synthesis, spec drafting, roadmap calls, experimentation, customer-signal aggregation, and cross-functional tooling. Rather than measuring AI knowledge, it measures whether the leverage has actually been wired into team workflows.
How long does the assessment take?
About six minutes. It's 18 scored questions across six dimensions, three quick context questions, and a final opportunity-mapping question. Your progress auto-saves, so you can leave and resume without losing answers.
Is the assessment free?
Yes. The assessment and your scored results are completely free. You can optionally request a personalized video walkthrough of your results, which is also free.
Who is this assessment for?
It's built for heads of product, VPs of product, CPOs, and PM leads at mid-market and growth-stage companies who want a clear-eyed read on whether their team is shipping at AI-era velocity — and exactly which workflows to lift first if not.
What happens after I get my score?
You'll see a full leverage profile with per-dimension scores and your top workflow opportunities. If you'd like, you can share a few details and receive a personalized video walkthrough explaining your results and what a fractional CTO/CAIO would prioritize for your specific situation.