AI Underwriting Analyst
How Westlake Realty Group cut per-deal underwriting from 6-8 hours to 20 minutes
Six to eight hours of senior time to underwrite a single offering. Marginal deals were dropped for lack of capacity, not lack of merit.

Your firm's CRE data is scattered across inboxes, files, CRMs, and property systems. We turn that context into one brain every AI agent can use, then build the agents that put it to work.
Pacific Software Ventures builds one CRE brain that powers every AI agent a firm runs. A commercial real estate firm's data is scattered across inboxes, files, CRMs, and property systems; PSV consolidates that context into one Company Brain every AI agent can use, then builds the agents that put it to work, by email or inside Claude, ChatGPT, Microsoft Copilot, and the tools the team already uses. PSV offers three services: the AI Consulting maps how your firm works; Company Brain + AI Deployment builds the intelligence layer that gives AI your firm's context and puts it to work; AI Training puts the capability in your team's hands through PSV-led enterprise training and the CRE AI Institute. Deployments run in your Claude or Copilot workspace or in your own VPC, agents are scoped to the systems and folders you approve, every number is traced to its source document, and humans approve what becomes firm knowledge. The free AI assessment is an honest read on where you stand and which engagement fits, if any. Built by institutional CRE teams and AI researchers previously at PGIM, Goldman Sachs, and Kochava. Trusted by CRE professionals at Cushman & Wakefield, JLL, Newmark, Marcus & Millichap, Saunders Real Estate, Kimco Realty, Westlake Realty Group, Industry Real Estate Partners, and Stride Commercial.Trusted by CRE professionals at
The overlooked problem
Most firms make one of these four moves before the context is in place.

What happened
You hired an AI vendor to ship an agent in six weeks.

What came back
You get a vague roadmap, a tool list, and nothing that runs.
Why agents fail
Your data is fragmented across every tool and system you run, and none of it ties together into context AI can use. So it answers from the public internet instead of from your firm, never as the intelligent coworker it should be.
No shared knowledge
Your AI is not hallucinating. It is guessing.
It fills the gap with the average firm, because yours was never written down. You spend the day correcting the difference.
Services
Firms arrive anywhere from no AI at all to agents already in production, so the engagement adapts to where yours actually is rather than the other way round. All three run on the Company Brain.
Your firm wants AI. There is no policy, no owner, and no agreed starting point.
We audit how the firm runs today, set the AI strategy and security posture with your IT team, and hand you a sequenced roadmap.
Your AI policy is in place, IT is on board, and you know what you want built.
The Company Brain gives AI your firm's context, then the workflows and agents run on top of it, inside your stack and under your review.
Your team already uses AI daily. Now you want them building, not prompting.
PSV-led training on building agents in Claude, and for Brain clients, on building them on the Brain so they inherit your firm's context.
Works with your stack
Your firm already runs on these systems. Depending on the platform we integrate directly, work alongside it, or align our agents to the data it holds, always within that provider’s terms of service. You keep the stack you have.
CRE data & analytics
CRM, productivity, and data
Which one is yours
Three engagements, and only one of them is usually right for a firm at a given moment. Five questions, scored on what you tell us rather than on what costs the most.
Where does AI stand at your firm today?
1 / 5The Company Brain
Once it exists, every workflow starts with your deal history, your criteria, and your exceptions already in it. Nothing begins from a blank slate.
Knowledge
Lives in the head of whoever did the last one.
Every deal you have underwritten is context the next answer starts from.
Relationships
Lives in one broker's phone.
Who you know, what they own, and what you last discussed, on the record.
Decisions
Lives in a thread nobody can find.
Why you passed, and at what number, still retrievable a year later.
Policies
Lives in a PDF from three years ago.
Your buy box and your credit rules applied to the work, not just filed.
Skills
Lives in the one analyst who is good at this.
What one person worked out becomes something the whole firm owns.
Learnings
Gone when the deal closes.
Each deal makes the next one faster, because the Brain kept what it learned.
Then the agents
Agents come second, deliberately. Once the Brain holds enough of your context to be useful, we build the agents that run on it, and they live wherever your team already works.
The agent gets a name and an inbox.
Best for
Lean teams, five to ten people, with no IT function and no appetite for a rollout.
Or the same agents run inside the accounts you already license.
Best for
Institutional teams with seats deployed and IT already through its review.
The agent suite
Each one runs on the Brain, so every correction you make and every deal it sees stays in the firm and shows up in the next one. It starts with your context instead of asking for it, and you keep the judgment calls.
Acquisitions
Takes what lands in the inbox and hands you a go or no-go, with the model already loaded.
What it knows
The difference between the box you say you buy in and the one your passes actually describe.
Asset management
Runs the morning pulls and the month-end pack you assemble by screenshot today.
What it knows
Which variances your team chases and which it lets ride, from your own commentary rather than a threshold.
Brokerage & BD
Keeps the list alive and hands you the day's dials with the direct numbers already on them.
What it knows
Which owners in your market are actually movable, from your own call history rather than a purchased list.
Capital & IR
Assembles the quarter in your format instead of collecting it person by person.
What it knows
How each LP reads a quarter, and which question comes back every time before anyone asks it.
Operations
Turns a 300-email day into a board with owners and dates, and keeps it moving.
What it knows
Which escalations turn into problems, learned from the ones on your own desk that did.
The rest of the bench
These five are the seats firms fill first. The library holds the rest, by desk and by seat, with what each one is built to know.
Customers
Named, on the record, and still working with us.

“We use PSV to underwrite IOS deals and produce BOVs in 1/10th the time it used to take us.”


“The team is loving PSV AI Strategy and Build Framework.”

“I’ve bragged about you guys.”

Case studies
Every number comes from work we handed a client. Each card opens the full write-up.
Buy side
Owners, operators, and allocators screening more deals with the same team.
Sell side
Investment sales, tenant rep, and advisory teams winning and working more listings.
Prefer to hear it from a client? Ask for a reference.
Your environment
Where the work runs is a deployment decision you make, not a constraint we impose.
by PSVLiveCRE-specific AI training, Claude workflows and Skills, live sessions, and a community of CRE practitioners. Continuously updated as the tools change.
Our members come from teams at
Common Questions
What teams ask before working with us.
Three things. The AI Consulting maps how your firm works and finds where AI pays off. Company Brain + AI Deployment builds the institutional intelligence layer that gives AI your firm's context, then puts working workflows on top of it inside the tools your team already uses. AI Training makes your team AI-native, through PSV-led programs and the CRE AI Institute. Most clients start with one and grow into the others.
Those are the surfaces your team works in, and we build on top of them, not against them. Out of the box they start every task without your firm's context: your deals, templates, policies, or past decisions. PSV builds the Company Brain that supplies that context and the workflows that finish the work inside those tools, so output lands in your own model and CRM with every number traced to its source.
The institutional intelligence layer underneath our flagship engagement: what your firm knows, how it works, and how it decides, structured so AI can use it. It sits under Claude, ChatGPT, or Copilot, connected through MCP, and every workflow that runs on it shares the same context. Humans approve what becomes durable firm knowledge, so the Brain reflects the firm, not a model's guess.
That is the whole point. The mandate to use AI usually lands without anyone showing the team how, so the work keeps getting done by hand. We close that gap directly: hands-on training in your real workflows, plus deployed workflows that do the heavy lifting so your people supervise output instead of fighting a tool. No prompt-engineering degree required.
Because seats are not a system. A Copilot license sitting unused is the norm, not the exception, because nothing was built around it. We deploy AI into a specific, high-value process with a clear owner and measurable output. It gets used because it is doing real work, not waiting for someone to think up a prompt.
Hallucination is a design problem, not a reason to quit. Our systems are grounded in your data and source-traced, with validation, confidence thresholds, and approval gates on anything high-stakes. Every answer shows its work and you keep final say. The bar is output you would put your own name on.
No. Commercial real estate is our flagship and where we go deepest, but the strategy, training, and engineering work for any operating business. The CRE work is simply the proof that it holds up under real numbers and real stakes.
Ten minutes of questions about your firm, your workflows, and your current AI usage. You get an honest read on your AI maturity, the highest-value opportunities, and which engagement fits, if any. If the answer is none yet, it says that too. Qualified firms get direct access to the calendar.
You own it. The code, the workflows, the data, and the configuration are yours, and they run on infrastructure you control. No per-seat lock-in, no hostage data. If we ever part ways, you keep everything plus a runbook to operate it without us.
Yes. Encrypted in transit and at rest, access scoped and logged, and we never train shared models on your data. For regulated workloads we deploy into your own cloud or VPC and use providers with zero-retention agreements. We share our full controls documentation and sign your security addenda on request.
Ammunition. We deploy inside your own environment, your VPC or M365 world, behind your SSO, with access scoped and logged. We write the security memo for your IT team, answer their questionnaire, and get on the call with them. You should not have to fight that battle alone, and our job is not done until we pass your audit.
A real fear, and we treat it as step zero. Before any AI touches your numbers, we tie your template out against your last closed deals. If something has quietly not been ticking and tying, you find out first, from us, not from an AI that learned the mistake.
First engagements scope in days, not months. Custom engagements begin at $10,000, and the shape depends on the path: AI Consulting, an Institute seat for training, or a Company Brain build with workflows deployed on top. We share exact numbers on the first call, with no surprises later.
Then we route to whatever is. You are never married to one model. We run a harness that sends each task to the best model for it and swaps as the frontier moves, so you get the upside without the lock-in. The data, the workflows, and the system itself stay yours either way.
Don't take our word for it
Pick your favorite AI and ask what it thinks about PSV. No filter, no spin.
Let’s talk
Take the free AI assessment. Ten minutes, an honest read on where you stand, and which engagement fits, if any.
We take on a limited number of new partners each quarter.
Prefer email? zed@pacificsoftwareventures.com