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Real estate

benInvests

An interactive scenario engine that recomputes a full real-estate underwriting model in milliseconds as you drag inputs around.

Python · FastAPI · SQLAlchemy

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The problem

What was broken.

Underwriting was happening in sprawling spreadsheets that took a senior analyst half a day to model and another half to sanity-check. Sliding a single assumption meant rebuilding the whole sheet. Junior team members couldn't safely touch the file without breaking a downstream cell.

How we built it

The approach.

We pulled the math out of Excel and into a typed Python engine, then put a live scenario UI in front of it. Drag a cap rate, the whole underwriting recomputes. Save a scenario, share a link, compare two side by side. The senior analyst now spends their day on judgment calls, not formula audits.

Stack Python · FastAPI · SQLAlchemy

Outcome

The numbers are still being approved for publication. Ask us directly and we'll walk you through what shifted.

Who it's for

Built for a private client.

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