Problem framing
Interviewed 20+ sales leaders and sellers to find friction in performance decisions.
I turn stakeholder needs into decision tools, roadmaps, and repeatable processes.
My work combines hands-on AI design with seven years of HR operations experience, from stakeholder discovery and implementation planning to reporting and process adoption.

A quick entry point into the work behind the portfolio: AI decision tools, implementation planning, and operations leadership.
A public-facing reconstruction of one IBM AI agent use case, showing how leaders can review seller risk, coaching actions, escalation signals, and business impact.
Four AI agent concepts, stakeholder discovery, platform fit, and an implementation path tied to a $68M annual opportunity.
Five progressive roles at Legacy Community Health, ultimately moving into management across HR systems, service operations, and process improvement.
This use case focuses on one leadership question: which sellers need attention, what evidence explains the gap, and what action should a manager take next?
Interviewed 20+ sales leaders and sellers to find friction in performance decisions.
The interactive reconstruction makes the path from data to human review visible.
The IBM roadmap connected prioritized use cases with platform fit and an operating model.
These are public-facing visual summaries of the approach, not internal IBM documents. The rubric shown in the demo was added for this independent reconstruction.
Enterprise AE, West · illustrative review
Review indicators, generate an editable coaching plan, and record a manager's own next step.
Fictional sellers and synthetic figures. This independent demonstration was not deployed at IBM.
Sales Performance Advisor is one of four AI decision intelligence agent use cases I designed at IBM. The interactive demo recreates this one use case with fictional sellers and synthetic data.
IBM · Summer 2026. Interviewed more than 20 sales leaders and sellers to identify friction in sales workflows and management decision making. Designed four AI agents for sales and workforce operations using Microsoft Copilot and IBM watsonx Orchestrate, while evaluating capabilities across Microsoft, IBM, and Valence platforms.
IBM · Summer 2026. Built a roadmap and implementation plan to move AI opportunities from discovery toward execution. Prioritized use cases, assessed platform fit, and tied recommendations to a future-state operating model and measurable business opportunity.
Legacy Community Health · 2019–2025. Held five progressive roles, ultimately advancing into management and leading an eight-person HR operations team in a 1,800+ employee healthcare organization. Managed $750,000 for an employee recognition and rewards platform and supported HR systems transformation across more than 50 locations.