INTRODUCING

SCOUT

Trained on your dealsBuilt for your workflow
By JDS Capital Advisors

An autonomous AI investment analyst, built for institutional Real Estate Private Equity underwriting. SCOUT integrates into your firm's existing workflow and learns from your deal history.

Why SCOUT→
REPE-native  ·  Self-improving  ·  Auditable
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●   In pilotSelectively
3Institutional REPE design partners
$4.2BCombined AUM in pilot
5+Asset classes under active mandate
Design partners named on direct calls only
Asset classes
MultifamilyIndustrialOfficeRetailHospitalitySpecialty
Strategies
Core-plusValue-AddOpportunisticDevelopment
Why SCOUT

An analyst that adapts
to your firm.

Every other AI tool asks your firm to change. SCOUT does the opposite. It adapts to how your firm already underwrites and slots into the workflow your team already uses.

01The differentiator

Fits your firm

SCOUT integrates into your existing investment analysis workflow. It learns from your firm's deal history, your underwriting conventions, your model templates, and your reporting standards. No platform migration. No new tools to learn. No data exodus.

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What does not change
Trained on your private deal history
Inherits your model templates
Slots into your team's cadence
No pooled training across firms
02

Underwrites like a senior

REPE-grade modeling at institutional standard. T12 spreading, rent roll parsing, and operating statement standardization to the standard a senior associate would deliver. Every assumption traceable to source.

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03

Operates autonomously

Set the mandate, SCOUT runs the process. It initiates the work, drives diligence, flags what needs human judgment, and closes the loop. Built on a multi-stage cognitive autonomy system, not prompt-and-respond.

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04

Improves continuously

A self-teaching architecture compounds judgment across deals. Every closed deal makes the next underwrite faster, sharper, more defensible. Walked-away deals teach as much as closed ones.

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See SCOUT in action

11:14 PM.
The choice.

One minute. One principal. One overnight underwriting. This is what SCOUT, trained on your firm, looks like.

● Late · 11:14 PM● Ready
Greenfield Capital · Messages
Sunbelt Multifamily Teaser
Cedar Crossing · 312 units · Charlotte. First round bids due 11:00 AM tomorrow.
Cedar_Crossing_OM.pdf· 47 pages
11:14 PM
SCOUT  ·  Trained on your deals  ·  Built for your workflow
It's 11:14 PM.
11:14 PM · The Choice
2s / 51s
How it works

From mandate to memo.

A senior investment professional briefs SCOUT the same way they would brief an analyst. Watch the model assemble, the source attributions appear, and the IC memo arrive in your firm's house template.

From mandate to memo · 5 phases · 2s
● Phase 1 / 5
01 / Learn
Your firm
02 / Read
Each deal
03 / Market
Filtered comps
04 / Model
House template
05 / Deliver
Memo · adversarial
Private knowledge graph · ingesting
IC memos
Closed deals
Walked-away passes
Hurdles
Expense conventions
Section voice
Comp criteria
Asset class filters
Vintage rules
Submarket map
Sponsor list
Sensitivity envelope
Before SCOUT looks at a single deal, it learns your firm.
Five-phase intelligence walkthrough
2s / 127s
01 / Ingest

Brief

Send a teaser, a market question, or a development sketch. Voice memo, email forward, chat ping, or an OM URL.

02 / Analyze

Learn

SCOUT draws on your deal history, your data room, your underwriting conventions, and licensed market data to frame the work.

03 / Model

Execute

SCOUT runs market research, builds the model, stress-tests assumptions, sources comps, flags the questions a senior partner would ask.

04 / Review

Deliver

You get back the deliverable your firm expects, a screening memo, a populated model, an IC deck, in your house template.

What SCOUT produces

Work product, not chat.

A populated model, an IC-ready memo, source-attributed at the figure level. Drafted in your firm's template, in your firm's voice, against the conventions your team already uses.

Cedar Crossing · Charlotte MSA · 312 units · Multifamily VA
●   Complete · 3h 47m
◆   Firm template v2.3IC Memo · Section 3CEDAR.0426
Investment Opportunity

Cedar Crossing

Charlotte MSA  ·  312 units  ·  Multifamily Value-Add  ·  2008 vintage
§3Operating Performance

Trailing-twelve revenue of $5.53M[1] and NOI of $3.43M (a 5.91% going-in cap on the $58.0M price) reflect a property running 230 bps below the 94.2% submarket average occupancy[2], with 25 units offline in the renovation turn. Concessions held at 1.5% of GPR[3], consistent with the corridor through the trailing four quarters.

In-place rents of $1,520 / unit[4] sit below the $1,556 submarket average[2]. Renovated units are underwritten to $1,740 / unit, a $220 premium, supporting a Year-3 stabilized NOI of $3.95M (6.08% yield on total cost) at the firm's standard 38% expense ratio[5], in line with the last three closed deals in the corridor[6]. On a 7-year hold with a 5.25% exit cap, the base case returns a 14.5% levered IRR and 2.37x equity multiple, clearing the firm's 14.0% value-add hurdle[7].

§4Adversarial Counter-Case

A 12-month delay to stabilization combined with a 25 bps exit cap expansion (5.50%) drops levered IRR from 14.5% to 11.8% and the equity multiple to 2.04x, below the firm's value-add hurdle[7]. Recommend a $400K lease-up reserve, equal to the Year-2 NOI shortfall in that case.

Drafted in your template · 14 prior IC memos●   7 sources cited · hover any [n]
Pilot · in 30 days

A concrete first month.

We do not ask you to imagine what SCOUT would do for your firm. By week three you have an IC memo, in your house template, sourced from your own deal history.

Week 1  ·  Ingest

We meet your last five deals.

SCOUT trains on your closed deals, your IC memos, your model templates, and your walked-away passes. Your data never leaves your environment. Setup is one call and a shared folder.

  • Private instance, your tenant
  • Read-only access to deal archive
  • Template inheritance, your format
Week 2  ·  Shadow

SCOUT shadows your next live underwrite.

Your senior associate runs the deal. SCOUT runs in parallel, drafting screening memos, populating the model, flagging assumptions. Side by side comparison, no production risk.

  • Parallel underwriting, no handover
  • Daily diff review, 30 minutes
  • No commitment to use the output
Week 3+  ·  Deliver

First SCOUT-drafted IC memo.

By week three SCOUT delivers a screening memo in your house template, a populated model with citations, and a kill case the IC has not yet asked for. Your team edits, IC reviews, deal moves.

  • IC memo in your firm's voice
  • Source-pinned figures throughout
  • Adversarial counter-case included
About JDS Capital Advisors

Built by an investor.
For investors.

JDS Capital Advisors builds SCOUT. The firm was founded on a simple premise: the next generation of institutional REPE will run on autonomous AI, but only if it inherits the firm's craft, conventions, and institutional memory.

We do not ship a generic chatbot. Each SCOUT instance is private to one firm, shaped by your past deals, your IC memos, your underwriting templates, and the deals you walked away from.

Jonathan D. Smith
Founder & Principal

Two decades across institutional real estate investment, development, and financial modeling. SCOUT is the AI analyst Jonathan wishes had been on his desk for every deal of his career.

  • Institutional acquisitions & development underwriting
  • Argus Enterprise & bespoke financial modeling
  • Cross-sector: multifamily, industrial, office, retail
  • JV equity & debt structuring experience
Request access

A free SCOUT instance.
While we are in beta.

We are working with a small set of institutional REPE firms during beta. Selected partners get a private SCOUT instance, trained on your deal history at no cost, in exchange for product feedback. Be on the leading edge of the autonomous-underwriting category before it becomes table stakes.

Optional
Prefer a call?Book a 30-minute intro·hello@jdscap.com