SyntoryLabs

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Process Automation

Contract Intake Automation

A document pipeline that extracts, validates and files contract data, cutting manual intake from days to minutes.

Client
Logistics provider
Year
2025
Technology
PythonLangChainOCRAWS Lambda

Overview

Every new freight contract arrived as a scanned PDF and was retyped by hand into three separate systems. The process took two to three days per contract and quietly introduced errors that only surfaced at invoicing.

We built an intake pipeline that reads the document, extracts the commercial terms, checks them against business rules, and writes the result into the downstream systems. Anything the pipeline is unsure about is queued for a human to confirm rather than guessed.

What we built

  • OCR and layout parsing tuned for scanned and photographed contracts
  • Structured extraction of parties, rates, terms and renewal dates
  • Rule-based validation with a human review queue for low-confidence fields
  • Automatic write-through to ERP, billing and the document archive
  • Intake time reduced from days to minutes per contract

Have something similar in mind?

Tell us about your workflow and we will show you what can be automated.