Speaking &
Workshops
Lilian speaks on AI in real estate underwriting, vendor evaluation, and building credibility with AI—for conferences, workshops, and podcasts.
Speaking topics
AI in Real Estate Underwriting
How to evaluate and adopt AI document parsing and workflow tools without the hype. What to ask vendors, how to measure success, and when to keep humans in the loop.
Vendor Evaluation & Reality Checks
What vendors won't tell you about their models. How to run pilots that surface real failure modes and set realistic expectations.
Building Credibility with AI
Teaching AI in underwriting so it sticks. Workshops and training that focus on problems first, demystify the tech, and use real examples—including failures.
Proptech Market Trends
Where the market is heading, which use cases are maturing, and how lenders can prepare for the next wave of automation.
Past speaking
Proptech Conference 2024
AI in Underwriting panel · Virtual · 2024
Real Estate Tech Podcast
Vendor evaluation and document parsing · Guest appearance · 2024
Workshop: Building Credibility with AI
Teaching AI without the hype · Multiple institutions · 2024
What people say
“Lilian cut through the buzzwords and gave our team a clear framework for evaluating AI tools. Finally, something practical.”
“The workshop was the most useful AI training we've done. Real examples, honest about limitations, and actionable next steps.”