Borrower Output

Purpose

Borrower Output identifies the first listed borrower or eligible borrower in loan documentation and describes the reasons why the borrower has asked lenders to make the loans.

Primary users

The primary users are internal Sia employees, particularly users working with Commercial Banking and GenAI use cases related to loan documentation analysis.

Where it fits (process/stage/trigger)

Borrower Output fits into the loan analysis process when loan documentation in PDF format needs to be reviewed and transformed into structured information for downstream analysis.

Key capabilities / workflow

The agent analyzes loan documentation, extracts borrower-related information, identifies the first listed or eligible borrower, captures the stated reasons for the loan request, and generates a structured machine-readable summary.

Inputs

The input is loan documentation provided in PDF format. Supporting datasets may include historical loan documents such as credit agreements, schedules, amendments, manually verified extraction outputs for benchmarking, and curated test sets representing diverse loan structures.

Outputs / Deliverables

The output is a structured, machine-readable summary of key loan terms, commitments, roles, dates, benchmarks, and borrower details that serves as a foundational dataset for downstream loan analysis.

Value

Borrower Output helps convert complex loan documentation into structured borrower and loan-purpose information, supporting more consistent downstream loan analysis and reducing manual review effort.