Practical AI forhigh-judgment business work.

I design and pressure-test AI workflows for financial analysis, research, and operating decisions that need to be clear, defensible, and repeatable.

Build

AI Workflows & Automation

Designing practical AI-supported systems for repeatable research, analysis, reporting, and workflows.

Business process mapping
Reusable analysis workflows
Review points and output standards

Analyze

High-Judgment Business Analysis

Pressure-testing AI-generated work where weak assumptions, shallow reasoning, or unsupported conclusions are expensive.

Financial reasoning evaluation
Valuation and diligence review
Market, company, and decision analysis

Operate

Decision Systems & Execution

Turning analysis into clear handoffs, operating habits, and standards that make useful outputs easier to reproduce.

Structured execution
Operating-model thinking
Institutional-quality communication

Background

Business background behind the AI lens.

Finance, accounting, supply chain, investment banking, teaching, and early-stage building experience shape how AI use cases are evaluated in practical business terms.

Frontier AI research labs

Applied AI and Model Evaluation

Work involving AI model training and evaluation, with a focus on financial reasoning, output quality, practical business use cases, and model behavior.

Education

Rutgers University

Rutgers Honors College & Rutgers Business School

Degree Triple Degree with Highest Honors

Fields Finance · Accounting · Supply Chain