Portfolio

Industry Playbooks

Each playbook demonstrates how I analyze markets, identify strategic opportunities, and translate insights into actionable product recommendations—all developed using AI-augmented research workflows.

Playbook Structure

Each industry playbook follows a consistent structure designed to showcase strategic thinking and product craft:

Landing Page

Industry context and navigation

Competitive Analysis

Market positioning & SWOT

2 PRDs

Feature bet recommendations

6-Month Roadmap

Outcomes-driven planning

AI-Augmented Research

These playbooks were developed using AI-augmented research workflows—demonstrating how I leverage AI tools to compress research cycles while maintaining analytical rigor. AI-generated content is treated as hypothesis until verified, with a bias toward evidence and clear decision logs.

Learn about my AI PM practice