Credit Invest USA by FILS

4 - 5 December 2025

Omni Parker House, Boston

Liliang Chen

Quantitative Portfolio Manager Freddie Mac

Day 1 | 4th December

2:00 PM 360 Perspective: Automation, screening and scoring at scale: How can you leverage AI and Machine Learning to enhance diligent decision making and improve investment outcomes?

As public and private credit markets converge, investors are under pressure to evaluate more opportunities, faster—without compromising diligence. While public markets have long benefited from data-driven, algorithmic processes, private credit has relied on manual workflows to navigate complex, bespoke deals. Now, AI and machine learning are transforming both sides of the market—enabling real-time screening, automated memo drafting, and adaptive credit scoring. This session explores how each market can borrow from the other to scale sourcing and underwriting intelligently, blending speed with rigor.

Check out the incredible speaker line-up to see who will be joining Liliang.

Download The Latest Agenda