History
Underwriting Before 2010 vs Today
From faxed statements and split-funding processors to parsed PDFs, bank feeds, and model-assisted credit boxes.
March 19, 2024 · 7 min read
The fax-and-processor era
Early merchant cash advance underwriting depended on card processing statements and split funding, which meant funders could only serve businesses that took cards through a cooperating processor. Files moved by fax, decisions took days, and approvals were small.
Risk assessment was largely judgmental — an experienced eye on three months of processing volume.
What bank-statement underwriting changed
Moving the decision to bank statements opened the market to contractors, wholesalers, trucking, and services — every business with revenue but no meaningful card volume. It also required new analytics: deposit counting, negative-day detection, and debit fingerprinting to identify other funders.
That shift, more than any single product innovation, built the modern industry.
Where the desk sits now
Statements arrive as PDFs and are parsed automatically or delivered through read-only bank connections. Models flag risk patterns at intake, and humans price the exceptions. Decisions in under an hour are normal.
The judgment did not disappear; it moved upstream to policy and to the files that do not fit the box.