MVP over perfection
Early versions reveal what people actually need, where the friction really is, and what deserves deeper investment.
Analytics. AI. Product Execution.
Turning analytics and AI into practical business products.
I lead end-to-end analytics and AI initiatives that simplify operational and financial complexity, turning fragmented workflows into products teams can actually use.
Based in Fremont, California. Focused on supply chain, operational
finance, automation, and AI product execution.
Overview
Building quietly effective systems for high-stakes business workflows.
My work sits at the intersection of analytics, AI, and cross-functional execution. I lead initiatives end to end, from translating ambiguous business problems into usable systems to driving adoption across finance, operations, and leadership.
I care about building the right MVP before chasing perfection. Real usage reveals the real problem. For complex work, progress comes from strong relationships as much as technical depth.
Current Lens
Cross-functional analytics leadership close to business and operations.
Core Strength
Productizing data-heavy workflows into systems teams trust.
Operating Style
Pragmatic MVP thinking with strong stakeholder alignment.
Focus
Areas I care about
Supply Chain
Operational Finance
AI Product Management
Business Process Automation
Technical Leadership
Approach
Build the MVP. Learn from use. Pull in the right people early.
Who before how
Complex systems move faster when the right operators, partners, and stakeholders are involved from the start.
Career
Experience shaped by systems thinking, product rigor, and business impact.
Senior Analyst (AI Product Lead), Global Logistics & Finance
Tesla Motors
Leading analytics and AI initiatives across logistics and finance, including spend intelligence, cost engineering, audit automation, forecasting, and internal AI product development. The work spans product strategy, data systems, deployment, and cross-functional adoption.
- Managed financial oversight across multiple logistics and finance accounts.
- Led productization of a large-scale cost allocation engine.
- Built production-grade AI and data products used across operations and leadership.
Finance Analyst, Global Logistics Intern
Tesla Motors
Built analytical tools for logistics cost recovery and process automation, including chargeback analysis and carrier API onboarding to improve audit integrity.
Graduate Assistant, Supercomputing
Texas A&M University
Designed internal tracking tools and taught applied Python and R, sharpening both technical depth and communication across practitioner audiences.
Junior Manager, Production Engineering
Suzuki Motors Corp
Managed equipment and vendor programs for new vehicle launches while improving manufacturing uptime through data-driven root cause analysis.
Projects
Selected work across analytics, AI, and product-led systems design.
Internal AI Product
Conversational AI Platform
Built an internal conversational interface on top of logistics and financial data, making it easier for teams to query systems, retrieve business-ready answers, and reduce dependency on manual analysis.
Analytics Modernization
Cost Allocation Modernization
Turned a spreadsheet-heavy cost allocation workflow into an automated engine, improving consistency, reducing manual effort, and creating a stronger operational foundation for scale.
Leadership and Adoption
AI Enablement and Adoption
Designed and led a multi-part enablement program that helped analysts and leaders move from AI curiosity to practical adoption through applied workflows, agentic use cases, and low-code tools.
Decision Intelligence
Spend Intelligence Platform
Built analytics systems that gave finance, operations, and procurement teams clearer visibility into logistics cost drivers, supplier performance, and transportation efficiency.
Operations Automation
Invoice Validation and Audit Automation
Built internal workflows that reduced manual audit effort, improved data reliability, and made logistics invoice review more efficient for users across regions.
Product Build
Charis
A resume refinement application exploring how AI can make professional storytelling clearer, more intentional, and less manual for end users.
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