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Industry · TECHNOLOGY & PUBLIC SECTORFunction · Data & Knowledge
UC-070

Semantic Search for Enterprise & Gov Content

Indexes large document collections and answers queries by intent, with citations and cross-document links, in Arabic or English.

10-14Build Duration
2-12xIndicative ROI

The Challenge

Large legal, legislative and enterprise platforms hold content users cannot find. Traditional keyword search matches exact terms rather than intent, so records stay buried in the portal.

How It Works

  • Indexes large document collections into a hybrid vector and keyword search layer.
  • Answers in natural language with cross-document linking and citations.
  • Serves multilingual users, such as Arabic and English government platforms.

What It Removes

  • Keyword searches that miss the relevant record
  • Content sitting unfound in large portals
  • Language barriers between Arabic and English
Input Data RequirementsLegal, legislative and enterprise document collections, portal content records
Output FormatCited natural-language answers with cross-document links, Arabic and English
People find what they need by describing it, not by guessing the exact words in the file.
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