AI in CRE
AI Bias and Fair Lending Risk in CRE
Historical lending data bakes in past discrimination that AI models learn to replicate.
Simon Delacroix
Features Editor · · 9 min read
Historical lending data bakes in past discrimination that AI models learn to replicate.
Machine learning models outperform traditional appraisals by learning from transaction patterns.
How misplaced reserves and CapEx errors distort credit metrics and hide refinancing risk.
AI flags covenant trouble early; humans decide what it means and what to do.
AI automates the data extraction that consumes 70% of underwriting time.
SPE structures matter more when loans enter capital markets, not just when they get larger.
Lifecycle adoption beats point solutions in competitive CRE investing.
Most CRE lenders experiment with AI but lack the structural foundation to deploy it successfully.