A large financial investment firm · 2024 — Present
AI-Native Product Management Operating System
An offer and operating system that equips Product Managers to reduce friction, amplify productivity, and unlock the full potential of AI in their day-to-day practice.
AI EnablementProduct Operating ModelCoachingNow rolling out
The opportunity
Product teams were experimenting with AI in scattered, individual ways — fast bursts of energy followed by uncertainty about what was actually safe, repeatable, or strategic. Leadership wanted a way to scale the practice of AI inside product, not just the tools.
What I built
- A clear AI-Native PM offer describing what changes for the role, the workflow, and the team.
- An operating system of rituals, decision points, and reference workflows that PMs use day-to-day.
- A coaching arc that meets PMs where they are — from AI-curious to AI-fluent.
- Guardrails and patterns that turn experimentation into compounding capability.
Results
Now rolling out to 300 product managers and leaders across 260 teams.
On track to give teams back 15–20 hours a week by removing common friction points across the product delivery lifecycle.
Phased rollout in cadres over 16–24 weeks.