About
Systems thinking for AI products that touch real operations.
I work at the intersection of AI product management, marketplace platforms, and operational execution. The focus is practical: turning ambiguous, high-friction workflows into measurable product systems.
My approach is to treat AI as an operating system for teams, not just a content generator. That means building workflows with evidence trails, confidence signals, and clear handoffs to human review.
A distinctive part of my work is hands-on prototyping: I often build the first version myself (LLM prompts, evaluation logic, pipeline wiring) to de-risk the strategy before scaling with engineering and science teams.
This portfolio is relevant for AI Product Manager, Platform PM, Technical Product Manager, Marketplace/Operations AI, and Delivery Experience roles.