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 […]
How to Screen Multiple Deals at Once with AI
The bottleneck in acquisitions is not finding deals—it is screening them fast enough. With an AI parallel deal underwriting workflow, you can process multiple OMs at once instead of spending hours underwriting each deal individually. As a result, instead of dedicating an entire day to four deals, you can run all of them simultaneously with […]
How to Build a Custom AI Underwriting Skill for CRE Acquisitions
Most acquisition teams underwrite deals the same way every time—same model, same assumptions, same criteria, and the same process from OM to verdict. With an AI real estate underwriting skill, you can automate this entire workflow and turn a repetitive process into a scalable system. As a result, instead of manually analyzing each deal, you […]
How to Screen Multiple CRE Deals at Once with AI
Acquisitions teams have a throughput problem. You get 10 OMs in your inbox on Monday morning, but your analyst can only underwrite a few deals per day. As a result, opportunities go stale before you even review them, which is exactly the problem parallel AI deal underwriting is designed to solve. Instead of processing deals […]
Claude Cowork for CRE Professionals — A First Look
I’ve been testing AI tools for commercial real estate for over a year now. ChatGPT, Claude, Gemini, and specialized platforms are changing the entire landscape. However, Claude Cowork AI for CRE workflows is the first tool that feels like we are getting close to a centralized AI workspace built specifically for real estate. As a […]
How to Write AI-Ready Acquisition Criteria for Multifamily Deals
Most AI underwriting attempts fail before they even start. The prompts are vague, assumptions are scattered, and key inputs often live in someone’s head. As a result, even an AI underwriting criteria document is often missing or incomplete, causing tools to generate generic outputs that do not reflect how deals are actually evaluated. This is […]