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 # 📧 Cold Mail Generator
 Cold email generator for services company using groq, langchain and streamlit. It allows users to input the URL of a company's careers page. The tool then extracts job listings from that page and generates personalized cold emails. These emails include relevant portfolio links sourced from a vector database, based on the specific job descriptions. 
 
-**Imagine a scenario:**
+## 📋 Example Use Case
 
-- Nike needs a Principal Software Engineer and is spending time and resources in the hiring process, on boarding, training etc
-- Atliq is Software Development company can provide a dedicated software development engineer to Nike. So, the business development executive (Mohan) from Atliq is going to reach out to Nike via a cold email.
+Imagine **Mohan**, a Business Development Executive at **Atliq** (a software development company).
+
+- **Goal:** Reach out to **Nike** who is hiring a **Principal Software Engineer**.
+- **Challenge:** Manually researching the job, writing a personalized email, and finding relevant case studies is time-consuming.
+- **Solution:**
+  1.  Mohan copies Nike's careers page URL into the tool.
+  2.  The tool finds the "Principal Software Engineer" listing.
+  3.  It generates a personalized email highlighting Atliq's expertise.
+  4.  It automatically includes links to specific portfolio projects involving scalable architecture and cloud solutions, making the outreach instantly more relevant and compelling.
 
 ![img.png](imgs/img.png)
 
+
+## ✨ Features
+
+- **🔗 URL-Based Job Scraping:** Automatically extracts job listings from company career pages.
+- **🤖 AI-Personalization:** Leverages Groq and LangChain to generate compelling email content tailored to each specific job description.
+- **📂 Smart Portfolio Matching:** Connects to a vector database to find and suggest the most relevant case studies and portfolio pieces for the job.
+- **🎨 Streamlit UI:** Simple, clean, and intuitive web interface for easy interaction.
+
 ## Architecture Diagram
 ![img.png](imgs/architecture.png)
 
-## Set-up
+
+
+## 🚀 Getting Started
+
+### Prerequisites
+- Python 3.8+
+- A free [Groq](https://console.groq.com/) API key.
+
+### Installation & Setup
+
 1. To get started we first need to get an API_KEY from here: https://console.groq.com/keys. Inside `app/.env` update the value of `GROQ_API_KEY` with the API_KEY you created.