Building products
from zero to one

Full ownership of AI Agent product from discovery to production. Building intelligent assistants for platform navigation and analysis workflows.

• Vector databases and semantic search for document retrieval
• Context engineering with dynamic windowing for LLM optimization
• Function calling, sub-agent orchestration, and tool routing
• Tracing and observability with Braintrust
• Evaluation pipelines with data annotation and A/B testing
• Web scraping pipeline with real-time LLM analysis at scale

Led all AI initiatives and influenced company product strategy at CEO/management level. Owned full product lifecycle from discovery to launch.

• Shipped Discover Assistant – in-product LLM chatbox guiding filter workflows
• AI Document Intelligence extraction expanding rental data coverage
• New homepage driving +94% visits to premium features
• Banking ARR +136% in 2 years via automated mortgage debt overview

AI Assistant on property detail page providing development potential analysis with detailed reasoning.

Filter Assistant guiding users through property search with AI-generated recommendations.

Drove corporate innovation projects from ideation through structured validation using hypothesis testing and pretotyping.

• 0→1 venture initiatives with customer interviews and rapid validation
• Technology scouting and commercial potential assessment
• Growth arena assessments defining new digital venture opportunities

Ideated and validated multiple concepts in AI, Space, and Future of Work domains through extensive customer discovery.

Owned full product lifecycle in close collaboration with CEO, CTO, and engineering team. Led research, exploration, and concept development.

Analyzed industries and startups to identify corporate innovation opportunities.

• Led spin-out venture to $1M investment (maritime IoT product)
• Secured executive sponsorship for venture investment mandate