Business Ownership Projects in BengaluruBusiness Ownership Projects in BengaluruProject Title:- Custom Enterprise RAG Assistant | Chat with Documents & PDFs
Project Overview: DocuMind is an enterprise-grade Retrieval-Augmented Generation (RAG) assistant designed to eliminate manual data extraction and prevent AI hallucinations. It converts static corporate files (PDFs, reports, resumes, contracts) into an interactive, grounded knowledge engine that provides answers backed by direct page-level citations.
The Problem Solved: * Manual Data Hunting: Eliminates hours spent reading through dense, complex documentation.
AI Hallucinations: Constrains LLM outputs strictly to uploaded context, ensuring reliable, factual data.
Lack of Auditability: Provides exact file names and page references for compliance and verification.
Key Technical Features: * Dynamic Indexing: Fast chunking and local vector embedding using Hugging Face models (all-MiniLM-L6-v2).
High-Accuracy Vector Search: ChromaDB integration for persistent vector storage and low-latency similarity retrieval.
Decoupled Architecture: Asynchronous FastAPI backend paired with a clean, responsive Streamlit chat frontend.
Contextual Synthesis: Powered by Google Gemini (gemini-2.5-flash) for cost-effective inference.
Tech Stack: Python, FastAPI, LangChain, ChromaDB, Hugging Face, Google Gemini, Streamlit. 🚀 How I Solved the HR Resume Bottleneck with AI
Recruiters waste endless hours manually scanning hundreds of unformatted resumes, often missing strong candidates due to fatigue.
To solve this, I built an AI Resume Screening Agent that automates the heavy lifting:
Semantic Matching: Uses sentence embeddings to understand the true context of skills rather than relying on rigid keyword matching.
Instant Leaderboard: Automatically parses multiple PDF resumes, computes match scores, and ranks candidates from best to worst.
Actionable AI Feedback: Instantly generates structured breakdowns of candidate strengths, missing skill gaps, and hiring recommendations using the Groq API.
Workflow Efficiency: Condenses hours of sorting into seconds with a one-click CSV report export.
🛠 Tech Stack: Python, FastAPI, Groq, SentenceTransformers, Pandas, HTML/CSS.
Check the comments for the live public link to test it yourself! What tools do you use to speed up hiring? 
