The Challenge

Reviewing and sorting incoming contracts by hand couldn't keep up with volume, creating backlogs and inconsistent data capture.

Our Approach

We fine-tuned language models on the client's document types to classify contracts and extract key fields automatically, routing each document to the right workflow with confidence thresholds for human review.

Results

  • Thousands of contracts processed per hour
  • 96% classification accuracy
  • Key fields extracted automatically for downstream systems
  • Uncertain cases flagged for human review, not guessed

Technologies

Hugging FaceBERTspaCyPythonFastAPI