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Case study
Enterprise RAG Knowledge Assistant
Grounded, citation-backed answers over private corpora.
RAGEmbeddingsLangChainHybrid Search
+25%
Accuracy lift
<800ms
Latency
−60%
Hallucinations
Problem
Teams waste hours searching across docs, wikis, and tickets — and LLMs alone hallucinate when asked.
Solution
A retrieval-augmented generation pipeline with hybrid search, re-ranking, and source citations. Deployed behind FastAPI with streaming responses and observability.
Impact
Reduced answer lookup time and improved factual accuracy by 25% versus base LLM responses.