Pathway’s AI copilot transforms bank statements into actionable intelligence. We help you extract transaction history, detect stacking risk, and map critical signals like MCA payments, deposit patterns, and cash flow trends - while instantly categorizing thousands of transactions, validating documents, and building a complete financial narrative from your bank statements.
BankVision reveals the story behind every transaction. As you upload statements, it reconstructs financial patterns - extracting hidden MCA payments, mapping business relationships, and visualizing cash flow in real-time. Each document becomes a rich, interactive analysis of payment cycles and operational health.

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Your Data is Stranded

Unstructured data is valuable business intelligence. Instead of manually sifting through hundreds of emails or downloading multiple versions of the same file, our system allows brokers to upload a PDF and receive structured, lender-ready data in seconds.
  • Say goodbye to endless file searches for “MerchantBankStmt_v4(1)Final.pdf”
  • Daily balances scattered across pages? We find them instantly
  • Watch us tame those transaction tables that break and scatter at random

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Try BankVision by Pathway

Drag & drop your bank statements into the system. Instantly parse transaction data across multiple months. Auto-detect financial anomalies & flag potential fraud. Generate a structured, interactive dashboard to supercharge underwriting workflows.
Track merchant health from the BankVision control panel.
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Data Extraction
Document Understanding
A multi-stage pipeline that combines computer vision and language models to understand bank statements at both visual and semantic levels:
  • Document segmentation identifies key regions: headers, tables, transaction blocks
  • OCR with specialized post-processing handles diverse banking fonts and formats
  • LLMs parse and structure extracted text, understanding context and financial relationships
Rather than rigid templates, the system adapts to each bank’s unique layout patterns.
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Financial Intelligence
Pattern Recognition
Deep transaction analysis built on years of MCA domain knowledge. The system:
  • Maps relationships between merchants, vendors, and payment processors
  • Reconstructs daily cash flow patterns across statement periods
  • Identifies MCA payments through contextual transaction analysis
Each new statement adds to a growing knowledge graph of business financial patterns.

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Getting Started

Transform your document processing workflow in minutes with BankVision.

Get Started

Start using pathway’s statement analysis dashboard in under 5 minutes.

Technical Overview

Learn how our AI models, data pipelines, and API infrastructure power financial document automation.

Use Cases

Explore how broker/lender shops, financial institutions, legal firms, and other organizations use BankVision.

Security & Compliance

Learn about our security measures, data encryption, and compliance with financial regulations.
BankVision processes statements from all major financial institutions, supporting multiple formats and document types.