Fine-tuned Arabic legal AI assistant trained on Qatari laws, delivering accurate, citation-rich answers for professional legal workflows.

Fine-tuned LLM for Qatar court case law

SaaS
5 min read
July 1, 2025
LangChain
DeepSeek
Python
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Client and The Problem

Qatar's legal professionals work with complex Arabic legal documents and case law but struggle with the time-intensive process of researching relevant laws and precedents across multiple legal domains. In today's fast-paced legal environment, lawyers and legal researchers face challenges in quickly identifying applicable legal provisions, ensuring accurate interpretation of Qatari-specific regulations, and maintaining consistency in legal citations and references. They struggle with manual research across extensive legal databases, varying interpretation quality, and the complexity of multi-jurisdictional legal reasoning. The Arabic Legal AI provides essential research automation capabilities to help legal professionals not only access relevant legal information quickly but also ensure accuracy through AI-powered analysis that leverages comprehensive knowledge of Qatari laws and legal precedents. By addressing these critical legal research gaps, the system empowers legal teams to deliver higher quality legal services through faster, more accurate legal analysis and citation.

Solution

They approached us to build their flagship offering, the Arabic Legal AI model, which combines advanced fine-tuning techniques with comprehensive legal datasets to revolutionize Arabic legal research and guidance. The AI is designed to provide jurisdiction-specific legal interpretations tailored to Qatar's legal framework, ensuring legal professionals can access accurate guidance with confidence in complex legal scenarios. By leveraging 60,000 Q&A pairs of Qatari legal content and specialized fine-tuning on a 70B-parameter model, users gain access to sophisticated legal reasoning capabilities that empower them to identify relevant legal provisions, apply multiple legal sources effectively, and generate properly cited legal analyses. This comprehensive legal intelligence not only helps professionals enhance their legal practice but also drives improved legal outcomes, enabling them to serve clients more effectively in Qatar's legal system.

Results

The platform is to help legal professionals collect, analyze and interpret crucial legal data and case law information from Qatar's legal system.

A few of the features we built included:

  • Fine-tuned 70B-parameter DeepSeek model using LoRA on 60,000 Arabic legal Q&A pairs
  • Multi-step legal reasoning with identification of relevant provisions and case law application
  • Structured API responses with verbatim legal citations and law numbers in Modern Standard Arabic
  • 85% minimum legal accuracy validated against 1,000 test cases across multiple legal domains
  • Comprehensive legal basis documentation with official source URLs and precise article references

Timeframe

This build took about 2 months to complete from start to finish. After which our client was able to successfully launch this platform as a SAAS and grew his business, his customer base and his customers' results.