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\n\n# ๐ค Multi-Agent System for Customer Outreach Campaigns with Tools\n\n### *An autonomous AI-powered sales pipeline built with CrewAI, OpenAI & Live Web Search*\n\n---\n\n\n\n\n\n\n\n\n---\n\n> ๐ก *\"What if your entire sales outreach process โ research, profiling, and email writing โ could run on autopilot, powered by AI agents?\"*\n> \n> **This project makes that a reality.**\n\n---\n\n\n\n
\n\n---\n\n## ๐ Table of Contents\n\n- [๐ Project Overview](#-project-overview)\n- [โจ Key Features](#-key-features)\n- [๐๏ธ System Architecture](#-system-architecture)\n- [๐ค The AI Agents](#-the-ai-agents)\n- [๐ ๏ธ Tools Used](#-tools-used)\n- [๐ Tasks Breakdown](#-tasks-breakdown)\n- [โ๏ธ Installation & Setup](#-installation--setup)\n- [๐ How to Run](#-how-to-run)\n- [๐ Example Output](#-example-output)\n- [๐ง How It Works](#-how-it-works)\n- [๐ Project Structure](#-project-structure)\n- [๐ฎ Future Improvements](#-future-improvements)\n- [๐ค Author](#-author)\n\n---\n\n## ๐ Project Overview\n\nThis project implements a **fully autonomous, multi-agent AI system** designed to automate the entire customer outreach workflow โ from deep company research to crafting hyper-personalized sales emails.\n\nBuilt from scratch using **CrewAI**, it showcases how multiple AI agents can collaborate, delegate, and use real-world tools to complete complex business tasks **without human intervention**.\n\nThe system targets a specific lead (e.g. *Google Cloud / Sundar Pichai*), researches them using **live web search**, analyzes sentiment, and produces **professional, personalized outreach emails** โ all autonomously.\n\n---\n\n## โจ Key Features\n\n| Feature | Description |\n|--------|-------------|\n| ๐ค **Multi-Agent Architecture** | Two specialized AI agents with distinct roles collaborating in a crew |\n| ๐ **Live Web Search** | Real-time Google search via SerperDev API for up-to-date lead research |\n| ๐ง **Persistent Memory** | Agents share context and memory across tasks for coherent output |\n| ๐ฌ **Custom NLP Tool** | Hand-built `SentimentAnalysisTool` to ensure positive communication tone |\n| ๐ **File & Directory Tools** | Reads local instruction files to guide agent behavior |\n| โ๏ธ **Auto Email Generation** | Produces professional, tailored outreach emails targeting specific decision-makers |\n| ๐ง **Fully Extensible** | Swap in any LLM, add new agents, or connect real sentiment models |\n\n---\n\n## ๐๏ธ System Architecture\n\n```\nโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ\nโ CREW AI โ\nโ โ\nโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโโโโโโ โ\nโ โ Sales Rep โโโโโโโโถโ Lead Sales Rep โ โ\nโ โ Agent ๐ โ โ Agent โ๏ธ โ โ\nโ โโโโโโโโโโฌโโโโโโโโโ โโโโโโโโโโโโฌโโโโโโโโโโโโ โ\nโ โ โ โ\nโ โโโโโโโโโโผโโโโโโโโโ โโโโโโโโโโโโผโโโโโโโโโโโโ โ\nโ โ Lead Profiling โ โ Personalized โ โ\nโ โ Task โ โ Outreach Task โ โ\nโ โโโโโโโโโโฌโโโโโโโโโ โโโโโโโโโโโโฌโโโโโโโโโโโโ โ\nโ โ โ โ\nโ โโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโ โ\nโ โ TOOLS: WebSearch | FileReader | Sentiment โ โ\nโ โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ โ\nโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ\n โ\n โผ\n ๐ง Personalized Outreach Campaign\n```\n\n---\n\n## ๐ค The AI Agents\n\n### ๐ Agent 1 โ Sales Representative\n> *\"The Researcher\"*\n\n- **Role:** Scours the internet and internal files to build a detailed lead profile\n- **Goal:** Identify high-value leads that match the ideal customer profile\n- **Skills:** Data analysis, trend identification, strategic profiling\n- **Tools:** `DirectoryReadTool`, `FileReadTool`, `SerperDevTool`\n\n---\n\n### โ๏ธ Agent 2 โ Lead Sales Representative\n> *\"The Communicator\"*\n\n- **Role:** Crafts personalized, compelling outreach based on research findings\n- **Goal:** Nurture leads with tailored communications that convert interest into action\n- **Skills:** Persuasive writing, sentiment analysis, brand tone matching\n- **Tools:** `SentimentAnalysisTool`, `SerperDevTool`\n\n---\n\n## ๐ ๏ธ Tools Used\n\n### ๐ง Built-in CrewAI Tools\n\n| Tool | Purpose |\n|------|---------|\n| ๐ `DirectoryReadTool` | Reads local `./instructions` folder for campaign guidelines |\n| ๐ `FileReadTool` | Opens and reads individual instruction files |\n| ๐ `SerperDevTool` | Performs live Google searches for real-time company research |\n\n### ๐งช Custom Tool โ Built from Scratch\n\n```python\nclass SentimentAnalysisTool(BaseTool):\n name: str = \"Sentiment Analysis Tool\"\n description: str = (\n \"Analyzes the sentiment of text to ensure \n positive and engaging communication.\"\n )\n\n def _run(self, text: str) -> str:\n # Extensible: plug in HuggingFace, VADER, or any NLP model\n return \"positive\"\n```\n\n> ๐ฌ This custom tool was built by subclassing CrewAI's `BaseTool` โ it can be extended with any real NLP model for production use.\n\n---\n\n## ๐ Tasks Breakdown\n\n### ๐ Task 1 โ Lead Profiling\nConducts deep research on the target company using all available tools. Produces a comprehensive report covering:\n- Company background & industry position\n- Key decision-makers & personnel\n- Recent milestones & business developments\n- Identified pain points & opportunities\n\n### ๐ง Task 2 โ Personalized Outreach\nUsing the profiling report, crafts a series of tailored outreach emails that:\n- Address the lead's specific recent milestones\n- Match the company's culture and tone\n- Connect solutions to the lead's goals\n- Are validated for positive, professional sentiment\n\n---\n\n## โ๏ธ Installation & Setup\n\n### Prerequisites\n- Python 3.10+\n- OpenAI API Key โ [Get one here](https://platform.openai.com)\n- Serper API Key โ [Get one here](https://serper.dev)\n\n### Install Dependencies\n\n```bash\npip install crewai==0.28.8 crewai_tools==0.1.6 langchain_community==0.0.29\n```\n\n### Configure API Keys\n\n```python\nimport os\nos.environ[\"OPENAI_API_KEY\"] = \"your-openai-key\"\nos.environ[\"OPENAI_MODEL_NAME\"] = \"gpt-3.5-turbo\" # or gpt-4-turbo\nos.environ[\"SERPER_API_KEY\"] = \"your-serper-key\"\n```\n\n> โ ๏ธ **Never hardcode API keys.** Use environment variables or a `.env` file.\n\n---\n\n## ๐ How to Run\n\n```bash\n# 1. Clone the repository\ngit clone https://github.com/Pradeep-Kumar25th/multi-agent-customer-outreach.git\ncd multi-agent-customer-outreach\n\n# 2. Install dependencies\npip install -r requirements.txt\n\n# 3. Open the notebook\njupyter notebook \"Multi-Agent System for Customer Outreach Campaigns with Tools.ipynb\"\n\n# 4. Run all cells!\n```\n\n### ๐ฏ Customize Your Target Lead\n\n```python\ninputs = {\n \"lead_name\": \"Google Cloud\", # ๐ข Target company\n \"industry\": \"Cloud Platform\", # ๐ญ Industry\n \"key_decision_maker\": \"Sundar Pichai\", # ๐ค Target person\n \"position\": \"CEO\", # ๐ผ Their role\n \"milestone\": \"product launch\" # ๐ฏ Recent milestone\n}\n```\n\n---\n\n## ๐ Example Output\n\nThe system produces a **full outreach campaign** like:\n\n```\nSubject: Empowering Google Cloud's Next Chapter After Your Latest Product Launch\n\nDear Sundar,\n\nHaving closely followed Google Cloud's remarkable trajectory, particularly \nyour recent product launch that has set new benchmarks in cloud innovation...\n\n[Full personalized email crafted by AI agents]\n```\n\n---\n\n## ๐ง How It Works\n\n```\n1. ๐ฅ Input lead details (company, decision-maker, milestone)\n โ\n2. ๐ Sales Rep Agent researches the company using web search + files\n โ\n3. ๐ Lead Profiling Task generates a comprehensive report\n โ\n4. โ๏ธ Lead Sales Rep Agent reads the report + writes outreach emails\n โ\n5. ๐ SentimentAnalysisTool validates tone is positive & professional\n โ\n6. ๐ค Final personalized email campaign is output as Markdown\n```\n\n---\n\n## ๐ Project Structure\n\n```\n๐ฆ multi-agent-customer-outreach/\n โฃ ๐ Multi-Agent System for Customer Outreach Campaigns with Tools.ipynb\n โฃ ๐ instructions/\n โ โ ๐ campaign_guidelines.txt\n โฃ ๐ utils.py\n โฃ ๐ requirements.txt\n โ ๐ README.md\n```\n\n---\n\n## ๐ฎ Future Improvements\n\n- [ ] ๐ Add a feedback loop agent to refine emails based on response rates\n- [ ] ๐ง Integrate real sentiment model (HuggingFace / VADER)\n- [ ] ๐ Add a reporting agent to track campaign performance\n- [ ] ๐๏ธ Connect to CRM systems (HubSpot, Salesforce)\n- [ ] ๐ Multi-language outreach support\n- [ ] ๐ฅ๏ธ Build a Streamlit UI for non-technical users\n\n---\n\n## ๐ค Author\n\n
\n\n**Built from scratch with โค๏ธ**\n\nIf you found this project useful, please consider giving it a โญ โ it helps others discover it!\n\n[](https://github.com/Pradeep-Kumar25th)\n[](https://www.linkedin.com/in/pradeep-kumar-a765b0219/)\n\n---\n\n*Made with ๐ค CrewAI โข ๐ง OpenAI โข ๐ SerperDev โข ๐ Python*\n\n
\n","readmeExcerpt":"
๐ค Multi-Agent System for Customer Outreach Campaigns with Tools *An autonomous AI-powered sales pipeline built with CrewAI, OpenAI & Live Web Search* --- --- ๐ก *\"What if your entire sales outreach process โ research, profiling, and email writing โ could run on autopilot, powered by AI agents?\"* **This project makes that a reality.** ---
--- ๐ Table of Contents - $1 - $1 - $1 - $1 - $1 -","codeSnippets":[],"executableExamples":[{"language":"text","snippet":"โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ\nโ CREW AI โ\nโ โ\nโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโโโโโโ โ\nโ โ Sales Rep โโโโโโโโถโ Lead Sales Rep โ โ\nโ โ Agent ๐ โ โ Agent โ๏ธ โ โ\nโ โโโโโโโโโโฌโโโโโโโโโ โโโโโโโโโโโโฌโโโโโโโโโโโโ โ\nโ โ โ โ\nโ โโโโโโโโโโผโโโโโโโโโ โโโโโโโโโโโโผโโโโโโโโโโโโ โ\nโ โ Lead Profiling โ โ Personalized โ โ\nโ โ Task โ โ Outreach Task โ โ\nโ โโโโโโโโโโฌโโโโโโโโโ โโโโโโโโโโโโฌโโโโโโโโโโโโ โ\nโ โ โ โ\nโ โโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโ โ\nโ โ TOOLS: WebSearch | FileReader | Sentiment โ โ\nโ โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ โ\nโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ\n โ\n โผ\n ๐ง Personalized Outreach Campaign"},{"language":"python","snippet":"class SentimentAnalysisTool(BaseTool):\n name: str = \"Sentiment Analysis Tool\"\n description: str = (\n \"Analyzes the sentiment of text to ensure \n positive and engaging communication.\"\n )\n\n def _run(self, text: str) -> str:\n # Extensible: plug in HuggingFace, VADER, or any NLP model\n return \"positive\""},{"language":"bash","snippet":"pip install crewai==0.28.8 crewai_tools==0.1.6 langchain_community==0.0.29"},{"language":"python","snippet":"import os\nos.environ[\"OPENAI_API_KEY\"] = \"your-openai-key\"\nos.environ[\"OPENAI_MODEL_NAME\"] = \"gpt-3.5-turbo\" # or gpt-4-turbo\nos.environ[\"SERPER_API_KEY\"] = \"your-serper-key\""},{"language":"bash","snippet":"# 1. Clone the repository\ngit clone https://github.com/Pradeep-Kumar25th/multi-agent-customer-outreach.git\ncd multi-agent-customer-outreach\n\n# 2. Install dependencies\npip install -r requirements.txt\n\n# 3. Open the notebook\njupyter notebook \"Multi-Agent System for Customer Outreach Campaigns with Tools.ipynb\"\n\n# 4. Run all cells!"},{"language":"python","snippet":"inputs = {\n \"lead_name\": \"Google Cloud\", # ๐ข Target company\n \"industry\": \"Cloud Platform\", # ๐ญ Industry\n \"key_decision_maker\": \"Sundar Pichai\", # ๐ค Target person\n \"position\": \"CEO\", # ๐ผ Their role\n \"milestone\": \"product launch\" # ๐ฏ Recent milestone\n}"}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":["python"],"docsSourceLabel":"GITHUB OPENCLEW","editorialOverview":"An autonomous multi-agent AI system that researches leads and crafts personalized outreach emails using CrewAI, OpenAI & SerperDev
๐ค Multi-Agent System for Customer Outreach Campaigns with Tools *An autonomous AI-powered sales pipeline built with CrewAI, OpenAI & Live Web Search* --- --- ๐ก *\"What if your entire sales outreach process โ research, profiling, and email writing โ could run on autopilot, powered by AI agents?\"* **This project makes that a reality.** ---
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