Work with Win

AI Product Management Recruiting: Start-to-Finish
Starting at
$1,161

Nail the AI Product Management Interviews
Starting at
$612

Advance Your AI Product Management Career
Starting at
$1,161
About
I build with AI, and I coach people to do the same. On my own, I built NutriPlan, an AI meal planning app, solo and full-stack. I grew it to 4,000+ organic users with 60% week-2 retention. I also shipped WalkMap, a street-exploration app, to the App Store, and I run a personal AI agent every day for real work. By day, I'm a Product BizOps Manager at LinkedIn. I work on product strategy and operations, and I spend part of my time on hands-on product projects, including a 0-to-1 GenAI product. I also built the Claude Code workflows my team uses. Before LinkedIn, I spent three years on the investment team for UVA's $15B endowment. I've coached for several years, with a 5.0 rating across 23 Leland reviews. Clients have landed at Google, AWS, Bain, Deloitte, and LinkedIn. I work with career switchers, with operators and analysts who want AI to do real work, and with non-technical people who want to ship something. Sessions are hands-on. We work on your actual problem, and you leave with something that works and a plan for what's next.
Win also coaches for AI Services, Build with AI, Break Into AI Careers, and AI for Data & Analytics. View all.
Win’s AI for Product Development Qualifications
Coaches professionally
Experience level: Manager
AI Certified
Completed Level 1 of Leland’s AI Builder Program
Win has helped clients get into these companies:
Building an AI demo is easy now. Building an AI product people come back to is the hard part, and that's what we work on. On my own, I took NutriPlan from idea to 4,000+ organic users, 20% premium conversion, and 60% week-2 retention. I also cut its AI image costs 92% by moving to a custom model. At LinkedIn, part of my role is product work, including sizing new opportunities and contributing to a 0-to-1 GenAI product. This is for PMs, founders, and builders making AI product decisions. We'll work on the calls that decide whether a product survives: - picking the right problem - scoping the MVP - choosing models and controlling AI costs - measuring retention You'll leave with: - a scoped MVP or roadmap - a cost model for your AI features - the metrics that tell you whether it's working
Win can help with:
AI Agents
AI Automation
AI Product Design
AI Roadmap Development
Feature Prioritization
Freelancing
LLM-Optimized Code Base
Product Strategy
Prototyping with AI
QA
Scoping & Requirements
User Research & Insights Automation
Why do I coach?
I coach because it's a way to give back. I was a first generation college student coming from a family of small business owners, and therefore had no connections or help when it came to embarking on my career journey. I understand how difficult career progression can be when you don't have access to these resources, so I want to be able to share my own expertise with others to ease that burden.
Work Experience

Product BizOps Manager
May 2022 - Present
Product strategy and operations. Part of my time goes to hands-on product projects, including a 0-to-1 GenAI product. I built Claude Code workflows my team uses for monitoring, inbox triage, and refreshing strategy docs.

Investment Associate
University of Virginia
July 2019 - April 2022
Admissions Committee
• Invested UVA’s $15 billion endowment across 7 asset classes, performing new investment diligence and refining the existing portfolio • Collaborated with senior team members to craft diligence plans, perform analyses, establish data-driven investment theses, and bring recommendations to committee • Analyzed 50+ existing investments, evaluating underlying positions of each fund, changes in investment approach, and broader macroeconomic shifts affecting them • Performed top-down market research to develop UVIMCO’s strategic plans for new subsector investments

Sales and Trading Analyst
Nasdaq
June 2018 - August 2018
• Crafted Board of Directors strategy materials via collaboration with US and Swiss Heads of Market Services, detailing strategic positioning and shifting market dynamics with a focus on international expansion • Constructed analysis on market trends, competitor positioning, and customer needs within the US and European FICC markets, synthesizing it into formal reports for senior leadership • Partnered with the Options Industry Council to develop an educational options webinar teaching investors how to hedge using financial derivatives; ~2,000 investors streamed in 2018
Win was also given offers to work at

DoorDash

Instacart
Education

McIntire School of Commerce - University of Virginia
Bachelors, Concentrations in Finance and Management, Track in Real Estate
2015 - 2019
Grade: GPA - 3.9
Win was also personally admitted to

College of William and Mary

James Madison University

Virginia Polytechnic Institute and State University

Virginia Commonwealth University
5.0 average review
23 reviews
Overall rating
Win has helped clients get into these companies:

AI Product Management Recruiting: Start-to-Finish
Starting at
$1,161

Nail the AI Product Management Interviews
Starting at
$612

Advance Your AI Product Management Career
Starting at
$1,161

Become a Vibe Coding Expert
Starting at
$1,306.25
Win also coaches for AI Services, Build with AI, Break Into AI Careers, AI for Data & Analytics, Business Operations & Strategy, Business Analytics & Intelligence, Career Coaching, and Communication & Public Speaking. View all.




