I take AI products from signed contract to live in production.
Product Lead on DocVu, a mortgage-AI document product at Visionet. I own releases and production, and I run client rollouts end to end. Now moving toward advisory engineering and AI product roles.
About
My work sits between the client and the engineering team. I run discovery workshops, turn what people need into BRDs and PRDs, and carry the rollout through UAT, go-live and hyper-care.
I also own release and production readiness for the product: go/no-go calls, CI/CD sign-off and rollback criteria. The part I keep gravitating to is scoping value with a client and shaping the solution, which is why I'm heading toward advisory engineering and pre-sales.
Experience
Present
Product Lead, DocVu
- Own release and production readiness for a mortgage-AI document product.
- Act as business analyst and product owner for new customer onboardings, from requirement workshops to go-live.
- Lead a 10-member team.
- Work on improving LLM and VLM output accuracy and on process automation with AI.
Until Oct 2024
Data consulting
- Data integration work with Informatica IDMC and PowerCenter, SQL and ETL.
Projects
Mortgage Exception Workbench
Exception-resolution workbench built with Streamlit and SQLite. Runs on synthetic data.
Streamlit, SQLite →RAG Knowledge Base
Document Q&A with retrieval over a FAISS index and source-grounded answers.
Python, LangChain, FAISS →AI Research Digest
Pulls new papers from arXiv and summarizes them with the Gemini API.
Python, arXiv, Gemini API →Skills
Client delivery
Data
AI and build
Contact
Open to conversations about advisory engineering, pre-sales and AI product roles.