Work

Case studies in turning AI capabilities into production-ready systems

This work spans enterprise adoption, agent workflows, retrieval and system layers, workflow modernization, and measurable business impact. Each case study is structured to make the operating logic easy to scan.

Coverage
AI + systems + operations
Style
Strategic and hands-on
Signal
Production reality, not demos
Sanitized ChatGPT Enterprise hero visual showing the path from pilot to operating model with discovery, governance, pilot, scale, champions, OpenAI GTM partnership, and executive support.
Senior Product Manager, Contact Center & AI Strategy
The Guitar Center Company2024-2026

ChatGPT Enterprise from pilot to operating model

Annualized pilot impact

~$2.7M

Licensed users scaled

~150 -> ~1,000

Daily active users

~40 -> ~800

A recruiter-friendly story about taking AI from early promise into real production environments with measurable impact.

Product visual for the Sound Synthesist custom GPT experience for Guitar Center customers.
Senior Product Manager, AI Platform Strategy
Enterprise AI / Platform2024-2026

From AI experiments to platform foundations

ORIGIN POINT

Validated AI concept

CUSTOMER SIGNAL

87% would use again

STRATEGIC SHIFT

From one-off prototypes to repeatable AI systems

A strategy story about how an early customer-facing AI prototype and UX validation shaped my thinking around reusable systems, workflow-based adoption, and platform direction.

Checkout redesign header illustration showing delivery, order summary, and payment visuals.
Senior Product Manager, Commerce
The Guitar Center Company2023

Better execution, faster checkout, measurable growth

Annualized impact

~$16M

Checkout speed

30% faster

Delivery outcome

12-week launch

A high-stakes checkout redesign that succeeded not just because of the experience changes, but because better product, UX, and engineering collaboration led to stronger decisions during build, a cleaner launch, and measurable lift.