
ML + AI
LexiSort NLP Classifier
Document-classification pipeline for legal teams that sorts incoming filings into matter folders with auditable confidence scores.
PyTorch 2.4Hugging FaceFastAPIPostgreSQLMLflow 3Docker
LexiSort fine-tunes a small encoder on a firm's own historical filings, then runs inference behind a FastAPI service with a confidence-thresholded human-review queue.
Every classification is logged with model version and feature inputs, so audits replay decisions exactly.
Paralegals reclaim hours a day previously spent triaging mail.