Building AI-native underwriting and decision systems for Shopify's global lending business. Leading model-driven decisioning across the full stack — combining predictive ML, LLM reasoning, and agent-based workflows to improve decision quality and risk calibration.

Driving the full growth loop: expanding capital access across markets, improving conversion through risk-based pricing, and growing merchant adoption while optimizing portfolio profitability.

Built AI systems powering LinkedIn’s core marketplaces across feed, jobs, ads, and search. Drove growth in engagement and monetization through knowledge graph, entity understanding, and model-driven inference.

Applied LLMs, agentic workflows, and offline + online evaluation systems to improve personalization, ranking quality, and system performance.

Led data ingestion from vendors like Glanos and Equifax, covering quality validation and integration into core knowledge graph infrastructure.

Built and scaled 0→1 AI systems into core production infrastructure.

Built Line of Business applications on Teams, enabling enterprises to digitize workflows and accelerate collaboration. Extended the Teams platform into priority industries, driving adoption through deeply integrated product experiences and scalable platform capabilities.

Led Azure cloud go-to-market strategy across data and analytics platforms, connecting product, growth, and ecosystem partnerships. Built digital products and growth programs to drive adoption, usage, and customer success across enterprise segments.

Worked across Product, Sales, Marketing, and partner ecosystems to scale cloud consumption and position Azure as a core platform for data, AI, and modern application development.

Identified business growth opportunities and tech roadmap to diversify and transform the Personal Systems business of HP. Mapped the industry trends across the technology stack, assessed future of compute and made recommendations for HP for sustainable and profitable growth.