RAG / Retrieval-Augmented Generation

Knowledge Search & Management

Semantic search and question-answering systems over your organization's knowledge base

Knowledge Search and Management

Description

Intelligent search finds documents not just by keywords but by the meaning of the query, even when different wording is used in the text. Morphology and synonym support ensures comprehensive results. A question-answering layer can be built on top: AI generates ready answers with source references.

Typical Tasks

  • Semantic search across corporate document repositories
  • Building question-answering (Q&A) systems over knowledge bases
  • Indexing and structuring corporate knowledge
  • Automated answer generation with source citations
  • Integration with existing document storage systems

Technologies

RAG LangChain ChromaDB Elasticsearch FAISS Sentence-BERT Milvus

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