mentat
Systems
Bespoke AI.
Built into your firm.
Never bolted on.
The frontier has moved. Your firm still hasn’t.
The frontier has moved. Your firm still hasn’t.
Most firms “use AI” by typing prompts into a chat window. That’s the surface. The real value is in systems that do the work, not chat that talks about it. The firms building those systems are already pulling away.
We can help.
mentat
We build bespoke AI systems into elite CRE firms: sponsors, family offices, private equity, and capital-markets brokerage teams.
Custom applications and dedicated agent teams, wired into the way your firm already works. Your firm operating system: built by us, owned by you, every line of code.
What does that actually look like?
It’s the fifth of the month. The property manager’s financials hit your inbox. You forward them to your asset-management agent, a colleague with its own email address, and get on with your day.
It reads every statement, loads the numbers into your reporting system, and closes the month. KPIs computed, variances flagged, every flag traced to the line items behind it. R&M running hot at one property. Delinquency creeping at another.
Open the dashboard and ask questions in plain English. Which properties missed budget. What happened to payroll. Where occupancy is trending. It answers from your actual numbers and shows its work.
Your ops team CCs the agent like any other colleague. It drafts the variance notes and the investor updates. You review, edit, send.
That’s one agent, in one domain. It barely scratches the surface.
Now picture your entire firm running this way.
- Asset management. The monthly close you just watched, plus asset plans, variance notes, and investor updates.
- Underwriting. Every deal screened the moment it lands, straight into your own Excel model.
- Acquisitions. Pipeline triage, broker follow-up, and IC memos drafted before the tour.
- Market analysis. Rent comps, supply pipeline, and submarket briefs, refreshed while you sleep.
- Marketing. Campaigns, collateral, and listings in your firm’s voice.
- OM, BOV, and memo production. Design-grade offering memoranda, BOVs, and investment memoranda, graphics included.
- Transaction and due diligence management. Checklists run, documents chased, deadlines hit.
Have an idea sharper than any of these? We build it with you.
Every agent is a real colleague: its own secure server, its own email and chat, working 24/7, backed up nightly to your GitHub. We build the software that ties them into your firm. We maintain and host. You have control.
So how do we start?
The change has to come from the top.
The firms winning with AI have one thing in common: the CEO is driving it. Not a task force, not IT. Leadership. When the CEO personally owns AI, firms are three times more likely to see real returns. And adoption that isn’t led from the top stalls: employee resistance to AI agents quadrupled last quarter. That has to be you. We’ll show you how.
Executive Briefing & Install
First, the briefing. We gauge where your firm is, then walk you through the entire AI frontier in plain language: what the technology can actually do today, where the gaps and the opportunities are, and how the most cutting-edge firms are already using it. If you want your firm in that group, we’ll take you there.
Then we install your personal AI. We set up the same coding harness we build with, the most powerful tool a knowledge worker has ever had, and wire it into your files, your email, and your context until it’s a real thought partner. We set up your own AI board of advisors. You walk out with it running on your machine.
We run it for a single executive, or for your whole leadership team.
$1,995 per executive · team engagements by arrangement · credited 100% toward any future build
After the briefing and the install, if we both decide we’re a good fit, we move on to the Bespoke Build: together we spec and build your firm’s operating system.
Bespoke Build
Where we build the operating system for your firm.
Not a tool. Not a seat license. A custom suite of software, dedicated agents, and the MCPs that wire them together, designed around how your firm actually runs. Your people work through the UI. The agents work through the MCPs. Same canonical state, every action auditable. Built for one firm. Never resold.
A typical build retires $100K–$200K of recurring SaaS (RedIQ, Argus, Juniper Square, Elevate, Salesforce) and pays for itself inside eighteen months, before you count a minute of time saved.
You own it. We run it. · By engagement · 12–16 weeks
Why Mentat?
Mentat is Sam Lawhead.
A commercial real estate and capital-markets dealmaker with $3B+ in career multifamily transaction volume, who writes the software himself. Most AI vendors give you engineers who’ve never closed a deal, or domain experts who’ve never shipped a line of code. Mentat is built by one person who’s done both. The edge was never the model. It’s knowing, from the inside, exactly what a firm like yours needs, and being able to build it.
The engineering came before the hype: real architecture, not vibe-coded demos, with the newest frontier methods landing in everything we ship. Security is designed in from the first line of code. Your data stays isolated on infrastructure you own, every action is logged and reversible, and the systems run token-efficient by default: cheap enough to use at full scale, not just in the demo.
Next step
Schedule a 30-minute intro call.
We’ll talk through where the time is leaking in your firm, what the build would look like for you, and whether it makes sense to keep talking. No deck, no pitch. Just the two of us, principal to principal.