I build AI systems that automate knowledge work — replacing hours of manual research, triage, and synthesis with intelligent pipelines that cost pennies per query.

Find expensive manual knowledge work, automate it with AI, and make the economics work at scale.

That's the thread across everything I've built: PetTriage replaced $800 ER visits with $0.003 AI triage. Flex's CI platform turned 15 hours/week of manual competitor research into 2-hour automated briefs. LitLens compresses weeks of literature review into minutes.

My career started in Electrical Engineering, moved into Product Analytics at iGreenData where I shipped payment systems across 5 Pacific nations, and now I'm completing my MSBA at Santa Clara University (3.9 GPA) while shipping an AI competitive intelligence platform for Flex.

What I bring to PM roles: deep technical knowledge (I debug RAG pipelines and debate model architecture with engineers), product sense (I scope, prioritize, and say “no” to good ideas), and cross-functional leadership (50+ user interviews across 3 continents, teams of 4 through weekly sprints, stakeholders from C-suite to ground-level regulators).

Experience

S

Santa Clara University

Graduate Teaching Assistant — Operations & Supply Chain Management

Jan 2026 – PresentSanta Clara, CA

Supporting Prof. Gangshu Cai across ISBA 3300 (Operations & Supply Chain Management, MBA) and ISBA 2434 (Supply Chain Finance). Facilitating discussions and providing academic support to 60+ students, bridging supply chain theory with data-driven analytical frameworks.

F

Flex

Strategic Analytics Consultant (Practicum)

Jan 2026 – PresentSan Jose, CA

Leading AI platform development for competitive intelligence — replacing 15+ hours/week of manual research with RAG-powered queries across 405+ SEC filings. Architected a dual-model RAG pipeline achieving sub-2s latency. Leading a 4-person team through API-first development with weekly sprint milestones. Conducting stakeholder interviews across Sales, Strategy, and Executive teams.

PythonLangChainPineconeGPT-4FastAPIStreamlit
iG

iGreenData

Engineer — Product & Data Analytics

Sep 2021 – Jan 2024Bengaluru, India

Led product analytics for ANZ Bank's RTGS payment systems across 5 Pacific island nations. User research revealed mobile-money drove 60% of transaction volume, fundamentally changing product strategy. Built 10+ executive dashboards tracking 50+ KPIs — increased decision speed by 30%. Primary liaison between ANZ Australia HQ, Pacific central banks, and regulatory bodies.

PythonSQLTableauPower BIConfluenceJIRA

Education

Santa Clara University

Leavey School of Business

Master of Science in Business Analytics

Sep 2024 – Dec 2026

GPA 3.9
Generative AI for EnterprisesAI/ML ApplicationsDeep LearningNLPProduct ManagementDatabase Management Systems

Graduate Teaching Assistant for Operations Management. Available May–Sep 2026 for internships.

SSN College of Engineering

Chennai, India

B.E. in Electrical & Electronics Engineering

2014 – 2018

Foundation in embedded systems and signal processing — now applied to AI model architectures and deployment constraints.

Skills

Product Management

Product Strategy & RoadmappingUser Research & ValidationAgile / Scrum LeadershipCross-functional CollaborationStakeholder Management

AI / ML

RAG PipelinesMulti-Agent SystemsVector DatabasesLLM EngineeringPrompt EngineeringNLP / Semantic Search

Technical

PythonTypeScript / ReactSQLFastAPI / Next.jsGit & CI/CDAPI Design (REST)

Tools & Platforms

TableauPower BIStreamlitJIRA / ConfluenceFigmaLangChain / LangSmith

Recognition

1st Prize — Analytics Showdown 2025

Santa Clara University

Competed against 12 teams analyzing Shopee e-commerce data. Built forecasting models that delivered 87% improvement in decision speed. Presented to 100+ attendees and 6 industry judges.

ANZ Payments Technology Domain Award

2023

Recognized for cross-functional leadership coordinating RTGS system launches across Fiji, Vanuatu, and Samoa central banks.

Star Performer Award

iGreenData, 2022 & 2023

Top 5% of 200+ employees. Recognized for consistently exceeding KPIs and driving high-impact projects.