📄 RAG Document Reader

Retrieval-Augmented Generation with LangChain watch the pipeline process your documents

Document Ingestion
📄
PDF Upload
✂️
Chunking
🧬
Embeddings
🗃️
Vector DB
Query & Retrieval
Query
🔍
Search
🤖
LLM
💬
Answer
🏠 Portfolio Home
ready...
# Click "Run RAG Pipeline" to start...
RAG Response Generated
User Query
"What are the key benefits of renewable energy?"
"...renewable energy sources like solar and wind produce zero direct emissions, significantly reducing carbon footprint..."
Similarity: 0.92
"...long-term cost savings as renewable infrastructure has lower operational costs compared to fossil fuel plants..."
Similarity: 0.87
"...energy independence by reducing reliance on imported fuels and creating local jobs in the green sector..."
Similarity: 0.84
Generated Answer
Based on the document, the key benefits of renewable energy include: (1) Zero direct emissions, reducing carbon footprint and combating climate change, (2) Long-term cost savings due to lower operational costs compared to fossil fuels, and (3) Energy independence by reducing reliance on imports while creating local green jobs.
How RAG Works
Click "Run RAG Pipeline" to see how documents are chunked, embedded, and stored — then queried with semantic search to provide context-aware answers using LangChain.