AI SYSTEMS · PRODUCT · STRATEGY

Building and evaluating AI systems for product and strategic decision-making.

I work across AI product strategy, model evaluation, and systems design, combining hands-on building with experience in strategy and enterprise workflows.


Current Work

Featured Work

A live intelligence system and an active research direction.

LiveUpdated · live stories

AI Intelligence Brief

A live intelligence system that organizes AI developments across labs, newsletters, and media by coverage and momentum, with customizable relevance lenses in development.

Story organization by coverage and momentum is active today, along with adjustable card detail. Custom relevance lenses are in development; automated intake and company/lab tracking are future work.

Research Direction

Graduate Research

Developing research on human-governed AI workflow architecture, parallel review, recursive oversight, and enterprise AI governance.

Current focus: comparing how different review architectures shape reliability, oversight quality, and organizational decision-making.

Current inquiry themes

  • Work design between people and AI
  • Evaluation & oversight of AI-assisted decisions
  • Enterprise systems and real organizational workflows
Selected Roles

Experience

  • Summer 2026

    Graduate Intern, AI Solutions in Finance

    Elevance Health (Formerly Anthem Blue Cross Blue Shield)

    AI, Automation, and Product rollout across Finance department workflows

  • Spring 2026

    Lead AI Model Evaluation Fellow

    Handshake AI

    Adversarial Testing & Red Teaming of Enterprise LLM's to induce natural failures; Final reviewer for Business & strategy domain

  • Summer 2025

    Corporate Strategy Intern

    ITW - Commercial Construction North America

    Led ranked analysis on 8 markets & company alignment, supporting product portfolio entry strategies

  • 2023 - 2025

    Project Manager

    Illinois Business Consulting

    Led teams of 9-11 consultants through project scoping & workstream coordination in strategy & tech engagements

  • Summer 2024

    Operations & Process Improvement Intern

    Dayton Freight Lines

    Process improvement across departments, KPI refinement, route optimization

Areas of Inquiry

Research Interests

Human-AI Work Design

How work is divided, coordinated, reviewed, and iterated between people and AI.

Evaluation & Oversight

How AI behavior and AI-assisted work are tested, verified, escalated, and governed.

Enterprise AI Systems

How these architectures operate inside real organizations, workflows, and decision processes.

Contact

Get in touch

Open to conversations about AI product work, strategy, or graduate research.