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AI / Knowledge work
Internal knowledge assistant (LLM)
Private assistant over company docs — RAG-style answers for staff instead of digging through drives and PDFs.
LLMRAGInternal AISecurity-minded
knowledge-assistant.preview
Challenge
Institutional knowledge was scattered. New hires and busy staff wasted hours hunting for answers.
What we did
Document ingestion, retrieval pipeline, chat UI, and guardrails so answers stay grounded in their materials.
Outcomes
- Faster internal Q&A
- Answers tied to source docs
- Deployed as a controlled internal tool
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