Projects.
AI Semantic Search (RAG + Gemini)
Built semantic search for the enterprise GCP data platform using Gemini and a RAG-based retrieval system. Replaced keyword-only discovery with hybrid search to help analysts find relevant tables faster and support natural-language queries.
Impact: 40% fewer failed searches · higher trust in search as entry point · foundation for AI discovery
Lumi Big Data Cloud Platform (GCP Migration)
Led product for the Lumi web portal during migration of an enterprise big data platform from on-prem to GCP. Owned discovery, project creation, homepage UX, and workflow automation for a 30K+ user data platform across 12+ business units.
Impact: Cut onboarding time by 40%, reduced manual effort by 60% through automation, and scaled platform adoption to 30K+ users across 12+ business units.
AI Feedback Summarizer
Built an LLM-powered feedback analysis tool to cluster, summarize, and prioritize product feedback. Implemented scoring across frequency, sentiment, and impact to surface high-value roadmap insights from large feedback datasets.
Impact: Cut feedback analysis from hours → minutes · enabled rapid AI prototyping and decision-ready insights
Skills.
Product
Product strategy · Roadmapping · Experimentation · User research · Stakeholder alignment · Agile delivery
AI & Data
LLMs · Prompt design · SQL · Python · Analytics · Personalization
Build & Vibe Coding
Claude · Bolt · Cursor · OpenAI APIs · Replit · Vercel
Platforms
APIs · BigQuery · Metadata systems · GCP
Strengths
Systems thinking · Clear communication · Cross-functional leadership · Structured problem solving