What Is BRAVE? The New Standard for CRE Appraisal Data

The Problem BRAVE Was Built to Solve

Every commercial real estate appraisal contains roughly the same core data: property identification, income figures, cap rates, comparable sales, and a final value conclusion. Yet until 2026, there was no widely adopted standard for how that data should be structured when delivered to a bank.

The result was chaos. Loan analysts at commercial banks spent 30 to 60 minutes per appraisal manually keying data from PDFs into their internal systems. A mid-sized bank processing 1,000 appraisals per year burned through 500 to 1,000 hours of analyst time on pure data entry. Error rates hovered between 3% and 8%, meaning dozens of loans per year carried incorrect property data into underwriting models.

BRAVE — the Banking Real Estate Appraisal Valuation Exchange — was designed to eliminate this problem entirely.

What BRAVE Actually Is

BRAVE is a structured data standard consisting of 99 fields organized into 6 categories. It defines exactly what data points a commercial appraisal should deliver, what format each field uses, and how the data should be packaged.

The 6 official BRAVE categories are:

• Job (3 fields) — client reference, report date, currency
• Property (52 fields) — address, coordinates, property type, tax assessment, land area, building characteristics, sales history, zoning, and site details
• Income (16 fields) — rental income, operating expenses, NOI, vacancy and occupancy rates, growth projections
• Value (24 fields) — cost approach, sales comparison, income approach, reconciled final value, cap rates, DCF values, insurable cost
• Appraiser (4 fields) — name, license state, license number, expiration date

For a complete walkthrough of every field, see our 99 Fields of BRAVE guide.

Who Created BRAVE and Why

BRAVE was created by Valcre, the leading commercial real estate appraisal software platform, as an open industry standard — any vendor can implement it. Valcre developed the standard in collaboration with banks, appraisal firms, and technology vendors. The goal was straightforward: create a machine-readable format that could be validated automatically and ingested directly into bank loan systems. Over 300 appraisal firms already deliver BRAVE files. For technical details, see the Valcre BRAVE support documentation.

Bank OZK mandated BRAVE compliance for all commercial appraisals submitted after March 15, 2026, making it the first major lender to require structured appraisal data delivery. BRAVE is designed as a standardized dataset delivered alongside (not replacing) the PDF appraisal report.

How BRAVE Is Delivered

Unlike older standards that rely on complex XML schemas, BRAVE uses a simple, accessible file format: XLSX (Excel). The file uses a two-column layout — Field Name in Column A and Response in Column B — with support for additional columns where needed (two value columns for As-Is and Prospective values, two appraiser columns for co-signed reports). Every field has a defined data type, and the official validator at usebrave.org checks type correctness and range plausibility. An appraiser or extraction service fills in the 99 fields, and the bank's system can validate and ingest the file programmatically.

This simplicity is intentional. Appraisers do not need specialized software or technical expertise to produce a BRAVE file. They need a spreadsheet application and the field specification. BRAVE covers the major commercial property types: office, retail, industrial, multifamily, hospitality, self-storage, and special purpose. For those who want to automate the process, services like AppraisalAPI can extract BRAVE-format data directly from appraisal PDFs, or appraisers using Valcre Professional or Enterprise can export BRAVE files directly from their appraisal software.

Who Benefits from BRAVE

Banks gain the most immediate benefit. Structured data means automated ingestion, fewer manual errors, and faster loan processing. A bank that previously spent 45 minutes per appraisal on data entry can reduce that to under 2 minutes with BRAVE.

Appraisers benefit from standardization. Instead of fielding different data requests from every bank client, they deliver one consistent dataset. BRAVE also positions forward-thinking appraisers as technology-ready partners for institutional clients.

Regulators benefit from consistency. When every appraisal delivers the same 99 fields in the same format, portfolio-level analysis and examination become far more efficient.

BRAVE vs Other Standards

BRAVE is not the only appraisal data standard, but it fills a gap that existing standards left open. MISMO (Mortgage Industry Standards Maintenance Organization) covers commercial real estate but uses complex JSON/XML schemas that require significant technical implementation. UAD (Uniform Appraisal Dataset) is limited to residential properties. BRAVE occupies the practical middle ground: commercial-focused, simple to produce, and easy to validate.

For a detailed comparison, read our post on BRAVE vs MISMO vs UAD.

What Comes Next

Bank OZK's mandate is the first domino. As more banks recognize the efficiency gains, BRAVE adoption will accelerate. Major lenders are expected to evaluate BRAVE adoption as more banks follow Bank OZK's lead. Appraisers who get ahead of this shift now — whether by learning to produce BRAVE files manually or by using automated extraction tools — will have a competitive advantage as structured data delivery becomes table stakes in commercial lending. To prepare, review our BRAVE compliance checklist and start building BRAVE into your process today.