How to Build an Automated Distressed Property Finder in Manus
Commercial real estate prospecting still takes too much manual work. Many brokers and acquisitions teams spend hours reviewing tax records, court filings, and ownership databases. The process is slow. It is also hard to scale. By the time a lead list is ready, some data is already outdated. In competitive markets, delayed information can lead […]
Why AI Hallucinates When You Underwrite (And How to Fix It)
There’s a persistent misconception in commercial real estate that AI errors are random. In reality, most issues stem from how inputs are structured. If you want to prevent AI underwriting hallucinations CRE, you need to understand that AI doesn’t actually “hallucinate” the way people think it fills gaps when assumptions are missing. Small prompt changes […]
