Personalized Email Outreach System | Multi-Agent Orchestration
Ibrahim Munir
Prompt Engineer
AI Developer
ChatGPT
Python
Overview
Harnessing the power of multi-agent frameworks like CrewAI built on top of LangChain, I developed a sophisticated yet nuanced system to perform highly personalized email outreach to a list of leads.
The AI system would intelligently scour the web for information on given leads, scrape relevant information, digest and understand the most fitting business propositions that could be offered to said lead, craft a highly personalized email in the desired tone to the lead, and then EVEN send the email on the user's behalf to the lead.
Interface
Web App starting point - before credentials are entered and lead list is uploaded
After entering credentials and uploading list of leads
The AI agents under the hood perform a variety of tasks like scraping the internet, researching the company, and identifying potential services that can be offered for that specific lead
Success message after email has been sent to lead(s)
The end result: a highly personalized email that reflects deep research done on the client
