Document Intelligence for Lenders: Automate Loan Document Processing

What It Does

• Classifies bank statements, tax returns, and rent rolls
• Extracts and spreads bank statement data with 97%+ accuracy
• Detects stacking risk before funding decisions
• Classifies legal documents across UCC filings, contracts, and custom forms
• Flags missing stips automatically
• Searches across your entire document library in seconds
• Extracts custom forms without any template setup

Who This Is For

• RBF funders processing 50+ applications per month
• Ops teams managing 10,000+ documents across active portfolios
• Lenders spending 15+ hours per week on manual document review
• Firms that need stacking detection before funding decisions

Who This Is Not For

• Lenders processing fewer than 20 deals per month
• Firms with fully automated data pipelines already in place
• Organizations with simple document sets under 500 total documents

How Document Intelligence Works

Starter Stack AI processes loan documents through a five-step automated pipeline — from raw file ingestion to clean, structured output ready for your LOS or CRM. Each step is designed to eliminate manual touchpoints and deliver decision-ready data to your team within seconds, not hours.

1. Document Ingestion — Upload PDFs, images, or scanned files via API or drag-and-drop. The system accepts documents in any format and resolution, including low-quality scans and multi-page packages.
2. AI Classification — Our model identifies the document type — bank statement, tax return, invoice, UCC filing — with 97%+ accuracy. No templates or manual tagging needed. New document types are learned automatically.
3. Data Extraction — Structured fields such as revenue, expenses, NSF counts, and average daily balances are extracted and normalized into clean, consistent output. Results are standardized across all lenders and document sources.
4. Stacking Detection — The system cross-references MCA advance history across 12+ data sources to flag duplicate or stacked positions before you fund. Alerts surface in real time so your team acts on the right information.
5. Export & Integrate — Push clean data to your LOS, CRM, or spreadsheet in seconds. Results are available via REST API, webhook, or direct CSV download — no custom integration work required.

Why Lenders Choose Starter Stack AI

• Reduces document review time by 70% on average across active portfolios
• Reduce manual spreading time by up to 80% per application
• Process bank statements in under 30 seconds
• Detect stacking across 12+ MCA data sources
• Achieve 97%+ field-level extraction accuracy on standard lending documents
• Deploy in days, not months — no template configuration required
• Integrate with your existing LOS or CRM via a simple REST API
• Handle 10,000+ documents per month without adding headcount

• 97%+ document classification accuracy across 40+ loan doc types
• 80% reduction in manual spreading time for bank statements
• 3x faster loan file review compared to manual processing benchmarks
• $2.1 trillion in U.S. commercial real estate loans outstanding (Federal Reserve, 2024) — the market Starter Stack AI serves

According to the FDIC’s loan documentation guidelines, lenders must maintain complete and accurate loan files — a process Starter Stack AI automates with 97%+ classification accuracy.

The Federal Reserve’s 2024 Senior Loan Officer Survey found that 68% of commercial lenders cite document processing delays as a top operational bottleneck.

Manual document review creates bottlenecks. Underwriters spend hours on data entry that should take minutes. Starter Stack AI removes that bottleneck. Your team reviews decisions, not documents.

Unlike generic OCR tools, Starter Stack AI is purpose-built for lending workflows. It understands the structure of a bank statement, knows where to find NSF counts on a tax return, and can parse a rent roll without custom configuration. The result is extraction accuracy that generic tools cannot match — and a system your ops team can trust without spot-checking every output.

Frequently Asked Questions

Built for Your Lending Vertical

Document Intelligence is not a one-size-fits-all product. Every lending vertical handles different document types, different risk signals, and different downstream workflows. Starter Stack AI is configured for the specific documents and data points that matter in each vertical — out of the box, with no custom template work.

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