Real Estate Finance · Construction Modeling

Agentic AI, applied to what I know well

I model large real estate finance and construction projects — cost, the capital stack, returns, sensitivity — and I use agentic AI to do it faster. The AI accelerates the work; twenty-five years in the field is what verifies it.

I'm not selling you a framework. I'm a builder and a real estate practitioner who puts agentic AI to work on the projects I already understand.

Construction cost estimation

Five disciplined methods I've used since college and in the field, now run AI-augmented and cross-checked. Estimates are approximate — not a bid, contract, or bindable price.

Read the method →

Real estate financial modeling

Construction cost, the capital stack, IRR / equity multiple / cash-on-cash, and sensitivity analysis — on deals scaling into the hundreds of millions and billions. Investment-committee-grade, delivered in weeks.

Where agentic AI fits

AI handles the routine layer — research, data pulls, first-pass models — with a human in command. I review and verify every output against real field experience before it counts. AI still hallucinates; the trick is knowing what to check.

Why my read on these numbers holds up

How to start. Most engagements begin with a short call to see whether the work is a fit. Reach me at george@georgehowellward.com or (480) 703-6622.