Legal & ComplianceAI & ML SolutionsData PipelineNLP
AI-Powered Legal Decision Intelligence Platform
Key Outcome
From manual document processing to fully automated legal intelligence pipeline
The Problem
Theolex needed to make thousands of unstructured court decisions searchable and queryable — documents that were image-format, non-searchable, and processed entirely by hand. Manual handling was too slow to scale and too inconsistent to be reliable.
What We Built
- End-to-end data pipeline: automated scraping, ingestion and storage of legal decisions
- OCR processing converting image-format documents to structured, searchable text
- NLP extraction evolving from regex (2019) → BERT Question Answering (2021) → prompt-based extraction (2022)
- Full-text search interface with benchmarking, analytics, and export
- FastAPI-based data services exposing structured legal data to enterprise partners
- Human-in-the-loop validation layer for legal accuracy
The Outcome
Production platform serving legal professionals with real-time Q&A over a large corpus of court decisions. API layer enables enterprise data partners to consume structured legal intelligence programmatically.
Tech Stack
PythonFastAPIAzure OCRBERTspaCyAzure Blob StoragePostgreSQLPrometheus
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