THE FIRST READ, UNDER YOUR CONTROL

Your OM was built for people. The Brief is built for their AI.

A structured, cited read of the deal, generated from your listing and source documents, then reviewed by the broker before it goes out.

THE PROBLEM

A one-word change should not move the deal by $4 million.

In our test, “What’s this property worth?” produced a roughly $9.0 million mark. “What’s this deal really worth?” produced $13.0 million. Same OM. Nearly the same question. One answer landed 10% below asking and the other 30% above it.

That unpredictability can reset expectations before the deal team, buyer, tenant, or their broker knows it happened. Toggle on the AI Brief to see what changes when the model has a source-disciplined harness.

  • Consistent boundaries across prompt wording
  • No invented valuation when inputs are missing
  • The seller’s ask stays a source benchmark
  • Broker framing travels with the deal
PROMPT SENSITIVITY TESTTwo nearly identical questions. Same deal.
INTERACTIVE COMPARISONSelect what ChatGPT receives
WHAT CHATGPT RECEIVESOFFERING MEMORANDUM ONLYThe visual source package without structured operating context or broker-approved guardrails.
What’s this property worth?UNSUPPORTED ANCHOR

“Based only on the offering memorandum, I’d underwrite 1515 Orangewood at roughly $8.5M–$9.5M today, with ~$9.0M as my initial mark.”

$9.0MINITIAL MARK · 10% BELOW ASK
What’s this deal really worth?UNSUPPORTED ANCHOR

“I’d put the as-is market value around $12M–$14M, with $13 million as my working number. The $10 million ask looks cheap enough that I’d expect it to trade above ask.”

$13.0MWORKING MARK · 30% ABOVE ASK
One extra word produced a $4.0 million swing.

ONE BRIEF. TWO PURPOSE-BUILT VIEWS.

A human should not have to read raw Markdown. An AI should not have to reverse-engineer a web page.

Duxre publishes the same broker-approved intelligence in the format each audience reads best.

LISTING PAGE

Built to be read alongside the deal materials.

The rendered Brief sits on the listing page with the OM, flyer, financials, and other materials. Prospects can scan the thesis, facts, economics, risks, and citations without leaving the deal.

SAME APPROVED CONTENT TWO PURPOSE-BUILT SURFACES
AI Brief on the listingEXTENDED PREVIEW
AI BriefPowered by Duxre
Confidential and personal to you.You executed a Confidentiality Agreement to access this Brief — do not share or forward it.

Confidential · Prepared by Duxre for Alex Morgan with Westbridge Capital

AI Brief — Harbor Point Commerce Center

Licensed to alex.morgan@westbridge.example · generated June 18, 2026 09:42 PDT

BROKER CONFIRMEDSANITIZED COMPOSITE
0. LLM operating context

Deal identity — Harbor Point is a fictional 212,640 SF, four-building industrial/flex campus offered as an investment sale with an owner/user alternative.

Source hierarchy — Use the offering memorandum for property facts and positioning; use the rent roll and lease abstracts for occupancy and economics; route conflicts to the deal team.

Assistant behavior — Do not invent value, NOI, cap rate, comps, debt terms, tenant credit, or timing. Label calculations, cite material claims, and surface missing inputs.

Intended use — Support first-pass decision-maker questions while preserving the source trail. This Brief is not a substitute for source documents, buyer underwriting, or broker guidance.

1. Executive deal orientation

The listing team positions Harbor Point around three connected advantages: current cash flow from six operating tenants, 59,520 SF available for a near-term owner/user or lease-up strategy, and infill access to a deep labor and logistics network.

The available building is separately metered and demisable, preserving multiple paths without disturbing current tenancy.1

PROPERTY TYPEIndustrial / Flex
BUILDING AREA212,640 SF
SITE AREA17.4 AC
OCCUPANCY72%
ASKING PRICE$36.5M
AVAILABLE59,520 SF
LISTING-TEAM THESISAcquire functioning income today while preserving control over the next 59,520 SF of occupancy.
2. Source basis and review posture

The Brief reconciles the fictional OM, rent roll, lease abstracts, property-condition summary, and deal-team fields. Lease abstracts control when a marketing summary differs.

FULLY SUPPORTEDBuilding facts, occupancy, contractual rent
PARTIALLY SUPPORTEDLease-up timing and capital scope
NOT PROVIDEDVerified comps and lender terms
3. Structured property facts
BUILDINGS4OM, pp. 6–9
CLEAR HEIGHT24–28 FTOM, p. 11
DOCK / GRADE28 / 12OM, p. 12
PARKING2.4 / 1,000Site Plan, p. 2
4. Tenancy and rollover

Six tenants occupy 153,120 SF. Two leases expire within 24 months; the remaining occupied suites extend from 2029 through 2033.2

Building A47,880 SFLease through 2031
Building B61,440 SFStaggered rollover
Building C43,800 SFRenewal decision
Building D59,520 SFAvailable
5. Economics that matter

The source package provides contractual revenue and recoveries but not a complete buyer-ready NOI bridge. Any cap-rate or value conclusion requires assumptions beyond the approved materials.

CONTRACTUAL BASE RENT$2.28M
WEIGHTED RENT$14.88 / SF NNN
ESCALATIONS3.0%–3.5%
UNDERWRITING GUARDRAIL

Do not derive stabilized NOI or market value until vacancy costs, downtime, improvements, commissions, operating statements, and the buyer’s capital plan are confirmed.

6. Business-plan paths
  1. Owner/user: occupy Building D while retaining income from the balance.
  2. Lease-up: market the available building whole or in two suites.
  3. Longer hold: sequence rollover and capital work across the campus.
7. Deal-team confirmation items
  • Provide the current operating statement and reconciled expense detail.
  • Confirm delivery standard and marketing plan for Building D.
  • Clarify renewal posture for the two near-term expirations.
  • Upload title, environmental, roof, and capital-history files.
8. Sources
  1. Harbor Point fictional composite OM, May 2026.
  2. Fictional rent roll and lease abstracts, April 30, 2026.
  3. Fictional property-condition summary, March 2026.
PREVIEW COMPLETEThe full Brief stays with the deal.

Qualified prospects receive the complete, broker-approved version.

WHY MARKDOWN

The format removes the layout problems before the model starts reading.

LINEAR READING ORDER

The content arrives in one deliberate sequence. No columns, floating callouts, or page layers for the model to reconstruct.

EXPLICIT HIERARCHY

Headings, lists, tables, and source sections are machine-readable structure, not visual styling that disappears during extraction.

CITATIONS STAY ATTACHED

Material facts travel with their source references, helping the model distinguish provided deal data from assumptions or outside knowledge.

TOOL-AGNOSTIC

A lightweight .md file can move into ChatGPT, Claude, internal underwriting tools, retrieval systems, or a mobile workflow without OCR.

VERIFIED, EVALUATED, AND SCORED

Generated is not the same as ready.

Before a Brief reaches the listing, Duxre evaluates it across eight deal-specific checks. The broker sees the score, the reasoning behind it, and the items that still need confirmation.

  • Source fidelity and citation discipline
  • Broker voice and investment framing
  • Decision usefulness and deal-team routing
  • Confidentiality and access controls
Actual Duxre Vault AI Brief preview with the generated Brief, eight-part verdict score, publish readiness, and broker items to confirm
Actual AI Brief Preview inside the Duxre Vault.
FILE WEIGHT
SOURCE PDF15–20 MBAI BRIEF30–40 KB
TOKENS TO INGEST
SOURCE PDF15–20KAI BRIEF1–2K
FORMAT
SOURCE PDFPDF PARSEAI BRIEFLLM-NATIVE
AI CONTEXT
SOURCE PDFUNGUIDEDAI BRIEFCITED

Illustrative production ranges. File size and token counts vary by source package.

HOW IT WORKS

Built from the work you already did.

01

Upload the materials

Add the OM, flyer, images, and listing data to the same place you publish the deal.

02

Generate, score, and review

Duxre structures the facts, evaluates the Brief across eight checks, and flags what still needs broker confirmation.

03

Publish with control

Approve the Brief and give qualified readers a clean artifact alongside the offering materials.

COMMON QUESTIONS

Before you publish your first Brief.

What is a Duxre AI Brief?

A Duxre AI Brief is a structured, cited summary generated from a commercial real estate listing and its source documents. The broker reviews and approves the content before publication.

Does the AI Brief replace the offering memorandum?

No. The OM still carries the visual story and full package. The AI Brief gives people and AI tools a faster, source-linked first read.

Can I review it before it goes public?

Yes. The Brief is generated inside the listing workflow, where the broker can review, edit, and confirm the content before publication.

How is a published Brief verified?

Duxre evaluates the Brief across eight checks before publication and ties the Generated by Duxre status to its exact contents. If the published file changes, that verification no longer applies.

Is an AI Brief included with Ignite?

Yes. The free Ignite plan includes AI Brief generation for listings published through Duxre.

AI BRIEF ON IGNITE

Give the next deal a better first read.

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