Lead Generation System
A sophisticated multi-agent system that automatically discovers, researches, and qualifies companies using AI-powered intelligence.
The Challenge
Sales teams struggle with manual lead research, spending hours on data collection from multiple sources. The process is time-consuming, inconsistent, and prone to missing high-quality prospects.
The Solution
Built a multi-agent AI system that automatically discovers, researches, and qualifies companies from 12+ data sources, delivering high-quality leads in minutes instead of hours.
System Architecture
Sources Agent
Scrapes from 12+ sources including LinkedIn, Crunchbase, and Apollo
Lead Generation Agent
AI-powered lead discovery and initial qualification using CrewAI
Research Agent
Deep company intelligence and validation across multiple sources
Rules Engine
Advanced qualification and routing based on business criteria
HubSpot Integration
Seamless CRM integration for lead management and tracking
Key Features
Multi-Agent Architecture
CrewAI-powered agents for intelligent lead discovery and qualification
12+ Data Sources
LinkedIn, Crunchbase, Apollo, and 9+ other sources for comprehensive data
Vector Search
Advanced similarity search using Weaviate for intelligent matching
Real-time Processing
Handles both real-time and batch processing with Redis caching
Technology Stack
Impact & Results
Automated Lead Pipeline
- • 3x more qualified prospects discovered
- • 80% reduction in manual research time
- • 45% increase in conversion rates
- • Real-time processing with intelligent caching
Technical Achievements
- • Multi-agent architecture with CrewAI
- • Vector search with Weaviate for similarity matching
- • Redis-based caching for performance
- • RESTful API with FastAPI for easy integration
Interested in Building Something Similar?
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