Case study

Engineering knowledge assistant

Teams query codes and standards in natural language with cited, auditable answers.

All projectsRegulated technical domains

Challenge

Engineers spent hours searching PDF standards; answers needed citations and role-aware access.

Solution

RAG pipeline over curated corpora, pgvector retrieval, and a React workspace tuned for office and field use.

Key outcomes

  • RAG over technical document libraries
  • Role-aware access patterns
  • Field-friendly web workspace

Technology stack

FastAPIFastAPIReactReactPostgreSQLPostgreSQLDockerDocker
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