Step 3 of 5 — Query Knowledge Base

RAG Engine

Retrieval-Augmented Generation — ask natural language questions and get AI answers backed by real hospital documents.

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Query Input
Natural language question
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Embed Query
Text → vector representation
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ChromaDB Search
Cosine similarity search
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Top-K Chunks
Most relevant document snippets
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LLM Synthesis
GPT generates a grounded answer
LlamaIndexChromaDBOpenAI EmbeddingsGPT-4o-miniFastAPINext.js