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Knowledge systems · Multilingual retrieval

Arabic legal-document retrieval

A retrieval experience that helps teams search Arabic-language legal material, inspect source passages, and retain context while preparing a response.

Workflow concepts — possible approaches, not client case studies. Scope and delivery requirements are agreed for each project.

Concept illustration of source documents connected to a knowledge assistant with referenced answers

The business problem

Legal and policy teams need fast access to trusted source material, but large document collections can be hard to search accurately across language, terminology, and document formats.

Possible scope

  • Document ingestion and text-quality review
  • Arabic-aware retrieval, citations, and source-preview patterns
  • Evaluation cases that make relevance, traceability, and gaps visible

Suggested engineering approach

  1. 01. Separate retrieval quality from generated drafting
  2. 02. Return passages and document metadata alongside answers
  3. 03. Design a review loop for ambiguous queries and source corrections

A knowledge-system foundation that can be extended with approved documents, access controls, and organisation-specific review policies.

Planning a similar system?

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