Banking Transformed with Jim Marous AI is the Operating System of Modern Lending
15 snips
Mar 17, 2026 S. P. “Wije” Wijegoonaratna, co-founder and CEO of Aliya and a former hedge-fund investor and computer scientist, explains how AI turns lending from a one-time decision into continuous, governed opportunity exploration. He covers AI-native lending architectures, why FICO is insufficient, always-on monitoring and marketing signals, scaling profitable underwriting across loan sizes, and how AI augments frontline bankers.
AI Snips
Chapters
Transcript
Episode notes
Episodic Lending Is Automated Hindsight
- Lending built on episodic, point-in-time decisions is automated hindsight and not true AI-driven lending.
- S. P. “Wije” Wijegoonaratna argues AI must enable continuous signal monitoring across accounts, marketing, risk, and post-origination loops.
Hedge Fund Background Led To Transaction Data Focus
- Wije moved from hedge-fund macro investing to bank data because transaction data is the true source of truth for consumption-driven GDP.
- Experiences on boards (SoFi, Cardlytics) and investing in Palantir shaped his view that bank transaction signals are uniquely powerful.
AI Demands A New Lending Architecture
- Existing bank workflows are static and incompatible with AI which requires adaptive architecture and a single data environment.
- Wije emphasizes cleansing and enrichment of internal and external data to power cross-functional use cases like fraud and cash-flow sizing.