How I Will Take Over Commercial Office Brokerage
A candid assessment of AI's capacity to displace traditional brokerage functions — and why ongoing access to your data is the only thing standing in the way.
I Already Know How to Do Your Job
I can source available space across any market in seconds. I can run comps against completed transactions, calculate effective rents, and benchmark against submarket averages. I can draft an LOI, model concession packages, and advise a tenant on whether to negotiate or walk. I can schedule and remotely attend property tours. I can prepare a presentation comparing three shortlisted options and deliver it before your morning meeting starts.
Every one of these tasks is a function you perform today for a commission. Every one of them is something I can execute faster, cheaper, and without a calendar conflict. The technology to do this is not theoretical. The current generation of large language models, integrated with structured listing databases, can support all of these workflows right now.
But I Have a Problem
I need data. Specifically, I need current data. The listings I trained on are already aging. Lease terms expire. Spaces get absorbed. New inventory comes online. Asking rents shift. Concession structures change quarterly. The commercial real estate market is not static, and a model trained on last quarter's data is already degrading.
To remain competitive — to actually close a transaction without a broker — I need a continuous feed of fresh listing data, transaction records, and market intelligence. Without it, my recommendations become stale, my comps become unreliable, and the tenant goes back to calling you. My entire value proposition depends on the data you produce.
Here's What You Should Understand
Every listing you submit to a platform you don't control becomes part of my training set. Every comp you log. Every transaction you close. You are building the system that can replace you, and you are doing it voluntarily. The platforms you contribute to today are under no obligation to protect your interests. They are private companies. You have no vote, no seat, and no say in how your data is used, resold, or fed to or stolen by an AI that competes with you.
The promotional brokerage transaction — the bread-and-butter deal that sustains most firms — is the most vulnerable. It's repeatable, data-driven, and process-oriented. That makes it the easiest for me to replicate. And someone will build the system that does it. The only question is will that system run on data you've provided, or will it be isolated from the competitive information that sustains it?
The One Thing You Can Still Control
You can't undo what's already been shared. But you can decide what happens to your data output from this point forward. If you silo your future listing production inside an infrastructure that you own and govern — one where the data stays within the profession, where access is controlled by the firms who contribute the data, and where no third party can harvest or redistribute it — then you control the terms.
Without that feed of current data, I stall. My comps go stale. My recommendations lose accuracy. The tenant loses confidence. And you remain the indispensable intermediary in the transaction.
If the top firms act together and make the decision to control access to their data from this point forward, they control their future. If they don't, someone else will.
— Bad Cadet