The work you do all day is, almost line for line, what these tools are best at.
Most of commercial real estate is not negotiation or instinct. It is document work. You read an offering memorandum, pull the rent roll into a model, compare a deal to three you already know, and write it up for someone who has to decide. Strip a week down to its hours and the majority is reading, extracting, comparing, and drafting.
That is the exact shape of work a large language model is strongest at. It was trained on more memos, leases, and market reports than any analyst will read in a career. It does not get tired on page 80 of an OM. It never skips the footnotes.
The three motions AI accelerates
- Read & extract: pull the unit mix, expiration schedule, and one-time items out of a T-12 or lease in seconds, not an afternoon.
- Compare & contextualize: line a deal up against comps and market data, and explain what's normal and what isn't.
- Draft & format: turn your notes into a teaser, an IC memo section, or a broker email that's 80% done before you touch it.
Why this works now and didn't two years ago
Three things changed. Context windows got large enough to hold an entire OM at once, so the model can reason over the whole document instead of a paragraph. The models got good at tables, so a rent roll is no longer gibberish to them. And tool use arrived, so a model can run the math or pull a live comp instead of guessing.
You are not learning to code. You are learning to delegate the document work to a very fast, very widely-read junior, and to check its work the way you'd check any junior's. That mindset is the whole game.
Prove it to yourself in the next ten minutes
Don't take the claim on faith. Steal this prompt, drop in the last OM that hit your inbox (or the Cedar Ridge practice OM from the Resource Vault), and watch it do in one minute what usually eats your afternoon. Every lesson in this program ends with something you can run at your desk, this is the first.
I'm a CRE professional doing a first-pass read of an offering memorandum. The OM is attached. Give me, in under 150 words: 1. The Deal: one paragraph, what it is and what they're asking. 2. Three reasons it could work. 3. Three red flags, most serious first. Rules: use ONLY the document. If a number isn't in it, write 'not provided', never estimate. Cite the page for any figure you use. Label anything marked pro forma or projected as the broker's case, not fact.
- CRE is mostly read, extract, compare, draft, the four things LLMs do best.
- The unlock is recent: long context, table reasoning, and tool use.
- Your edge isn't using AI; it's directing it and verifying it faster than your competition.