I’m a Principal AI Product Manager with 10+ years of product experience, including 6 years working with AI.

My experience covers the main ways AI products are built:

• Leading teams that develop and train models from scratch
• Building products with existing machine-learning models
• Building LLM products using both AI agents and standard, non-agent workflows

I take end-to-end ownership: defining the problem, validating the idea, building the product, launching it, and turning it into a working business.

I also understand what it takes to move an AI product from a prototype into production. This includes product quality, reliability, security, legal and compliance requirements, and the operational processes needed to run it.

I have worked on AI products across several areas:

• 🎙️ Voice AI
• 🛃 Customs
• 🧾 Taxation
• 📣 Marketing