The Problem:
Businesses ko large documents (PDFs, reports) se quickly information extract karna mushkil hota hai. Manual reading time-consuming hai aur efficiency low hoti hai.
Our Solution:
Humne Langflow use karke ek AI chatbot banaya jo PDFs ko read karke user ke questions ka instant answer deta hai using Retrieval-Augmented Generation (RAG).
Solution Architecture:
- PDF → Text Split → Embedding
- Stored in Vector Database
- User Query → Retriever
- Context + Query → LLM
- Output → Chat UI
Deliverables:
- Functional chatbot
- PDF Q&A system
- Langflow pipeline
- UI for chat interaction
Tech Stack:
- Langflow
- HuggingFace Embeddings
- Chroma DB
- OpenAI / Groq LLM
- Python
Business Impact:
- Time saving (manual reading remove)
- Faster decision making
- Automation of knowledge retrieval
- Useful for legal, healthcare, finance docs
