ReFin Intelligence Architecture

Public markets move quickly.
Private data reveals the asset.

AI and quantitative models connect market evidence with the information inside a client’s portfolio. Experienced people validate the work before it supports a decision or communication.

Discuss a Mandate →
Architecture line
01
Market evidence
REIT pricing, CRE transactions, rental fundamentals, housing supply, demographics, rates, and credit conditions.
↓
02
Client data
Leases, rent rolls, operating data, budgets, valuations, asset plans, and due-diligence files.
↓
03
AI & model layer
Evidence preparation, forecasting, valuation work, scenario analysis, and recurring monitoring.
↓
04
Human review
Sources, assumptions, calculation logic, uncertainty, and professional approval.
↓
05
Decisions & communications
Decision-ready models, briefs, forecasts, and communication materials.
How the architecture works
Market evidence and client information are connected through AI and quantitative models, then reviewed by experienced people before supporting action.
01
Market evidence
→
02
Client data
→
03
AI & model layer
→
04
Human review
→
05
Decisions & communications
Market Evidence

Establish the
outside view.

ReFin develops forward-looking signals across geographies, assets, and property types by connecting evidence that public and private real estate teams often consider separately.

Explore Market Outlooks & Reports →
Inputs include
01

Markets & transactions

REIT pricing and CRE transactions.

02

Rental fundamentals

Rental fundamentals, housing supply, and demographics.

03

Capital conditions

Interest rates, credit conditions, and capital markets.

Client Data

Reveal the economics
of the individual assets.

Leases, rent rolls, operating data, budgets, valuations, asset plans, and due-diligence files connect the analysis to individual properties. Acquisition, disposition, and leasing decisions—and their realized outcomes—help calibrate the work to the client’s portfolio.

Client inputs
01

Property economics

Leases, rent rolls, and operating data.

02

Valuation & plans

Budgets, valuations, asset plans, and due-diligence files.

03

Decisions & outcomes

Acquisition, disposition, and leasing decisions—and their realized outcomes.

Start narrowly

The initial data request is limited to the agreed question or pilot.

Confidentiality

Client information remains private and isolated. ReFin does not use one client’s confidential information for another client without explicit permission. Access, ownership, retention, permitted uses, ReFin intellectual property, and any exclusivity are defined in the engagement agreement.

AI & Model Layer

Make more evidence usable—
consistently and at scale.

ReFin selects methods and tools according to the decision and available evidence, rather than one AI vendor or software platform.

Capabilities may include
01

Prepare the evidence

Document extraction and classification, data structuring, and reconciliation.

02

Model the economics

Rental forecasts, valuation and discount-rate analysis, scenarios, and sensitivity tests.

03

Monitor and deliver

Anomaly and pattern detection, recurring monitoring, and report generation.

Model-development stream
In development

ReFin’s model-development agenda connects AI-supported REIT and CRE valuation: public REIT pricing can inform property-market indicators, while property and transaction data can inform REIT analysis. Geographic and property-type indicators can then be calibrated to a client’s assets. These applications remain development work until validated.

REIT-Implied Discount Rates for CRE →
Human Review

Advanced analysis.
Experienced people
in control.

Review covers sources and document versions, data gaps, assumptions, calculation logic, economic sense, and uncertainty.

Human review before use
01
Sources & document versions
02
Data gaps & assumptions
03
Calculation logic, economic sense & uncertainty

ReFin and the client agree on the required professional approval before material outputs are used. The level of review reflects the consequence of the decision.

Decisions & Communications

The final output
is designed for action.

Models, forecasts, decision briefs, and communication materials fit the people, timing, and format of the actual decision. Service options and deliverables are set out in How We Work.

See How ReFin Works →
01
Models
02
Forecasts
03
Decision
briefs
04
Communication
materials
ReFin Intelligence Architecture

Begin narrowly.
Prove usefulness.
Expand deliberately.