Use James

From Validated Deal Data to In-house Model. Automatically

James normalizes financials, populates underwriting models, and prepares decision-grade outputs - all traceable to source.

Our Agents

Workflow Overview

Extraction

Mapping

Extraction

Classification

Extraction

Mapping

Normalization

Operating statements and appraisals mapped to CREFC categories.

Operating statements and appraisals mapped to CREFC categories.

Model Population

Data populated into lender-specific underwriting models. No re-keying.

Data populated into lender-specific underwriting models. No re-keying.

Scenario Analysis

Adjustable assumptions. See live impact on NOI and loan sizing.

Adjustable assumptions. See live impact on NOI and loan sizing.

Example Deal Walkthrough

Step by step

Data Received

Data Received

Connects to your LOS, CRM, and data providers. API-first architecture.

01

James ingests validated rent roll and T12 from Marcy.

Financials Normalized

Financials Normalized

Source-level lineage for every value. Every change tracked and attributable.

02

Line items mapped to CREFC categories. Operating statement standardized.

Analysis Generated

Analysis Generated

Supports internal controls, credit reviews, and external audits.

03

Underwriting assumptions applied. DSCR, LTV, and loan sizing calculated with sensitivity ranges.

Package Delivered

Package Delivered

Push structured outputs back to your systems of record automatically.

04

Credit-ready output with full source traceability — ready for committee review.

Governance & Controls

Built for Institutional Rigor

01

Versioning

Every document version logged. Full history preserved.

02

Permissions

Role-based access supports internal controls and segregation of duties.

03

Audit Trail

Source-level lineage for every file. Every action tracked and attributable.

FAQ

Why Bilrost instead of a generic AI solution?

Should we build this internally?

How does Bilrost fit into our existing workflow?

How secure is Bilrost?

How long does it take to onboard?

Product

Marcy

James

Tyler

Soon