๐ค AI-Powered CRM with Agentic Workflows
Production-ready CRM system powered by multi-agent AI architecture
๐ฏ Overview
An intelligent CRM system that uses autonomous AI agents to handle customer relationship workflows automatically. Each agent specializes in specific tasks and collaborates to provide a seamless customer experience.
๐๏ธ Architecture
6 Autonomous Agents
-
Lead Qualification Agent ๐ฏ
- Scores incoming leads automatically
- Routes high-value prospects to sales
- Enriches contact data from public sources
- Identifies buying signals
-
Email Intelligence Agent ๐ง
- Drafts personalized responses
- Sentiment analysis on customer emails
- Auto-categorization and prioritization
- Smart follow-up suggestions
-
Sales Pipeline Agent ๐ฐ
- Tracks deal progress
- Predicts close probability
- Identifies stalled deals
- Recommends next actions
-
Customer Success Agent ๐
- Monitors customer health scores
- Detects churn risk
- Triggers retention workflows
- Upsell/cross-sell opportunities
-
Meeting Scheduler Agent ๐
- Smart calendar management
- Context-aware scheduling
- Automatic meeting prep
- Follow-up task creation
-
Analytics Agent ๐
- Real-time dashboards
- Predictive analytics
- Performance insights
- Custom reports
๐ Features
Core CRM
- Contact & company management
- Deal pipeline tracking
- Task & activity logging
- Email integration
- Calendar sync
AI-Powered
- Automatic lead scoring
- Intelligent email responses
- Sentiment analysis
- Churn prediction
- Sales forecasting
- Smart notifications
Agentic Workflows
- Autonomous lead nurturing
- Auto-follow-up sequences
- Deal health monitoring
- Customer success automation
- Meeting coordination
- Data enrichment
๐ ๏ธ Tech Stack
Backend:
- Python + FastAPI
- PostgreSQL database
- Redis for caching
- Celery for async tasks
AI/ML:
- LangChain for agent orchestration
- Claude/GPT-4 for intelligence
- Vector DB for context storage
- Sentiment analysis models
Frontend:
- React + TypeScript
- TailwindCSS
- Real-time updates (WebSocket)
- Charts & analytics
Integrations:
- Gmail/Outlook API
- Google Calendar
- LinkedIn enrichment
- Slack notifications
- Zapier webhooks
๐ Agent Workflows
Lead Qualification Flow
New Lead โ Data Enrichment โ Scoring โ Routing โ Auto-Email โ CRM Entry
Email Intelligence Flow
Incoming Email โ Sentiment Analysis โ Categorization โ Draft Response โ Human Review
Deal Management Flow
Deal Created โ Health Monitoring โ Risk Detection โ Action Recommendations โ Auto-Followup
Customer Success Flow
Customer Activity โ Health Score โ Churn Risk โ Retention Trigger โ Success Team Alert
๐จ UI Components
- Dashboard - Real-time metrics & agent activity
- Contacts - Enriched contact profiles
- Deals - Visual pipeline with AI insights
- Inbox - Smart email management
- Calendar - AI-scheduled meetings
- Analytics - Predictive insights
- Settings - Agent configuration
๐ Key Metrics
- Lead-to-customer conversion rate
- Average deal cycle time
- Customer lifetime value
- Churn prediction accuracy
- Email response time
- Agent automation rate
- Revenue forecast accuracy
๐ Security
- End-to-end encryption
- Role-based access control
- API authentication (JWT)
- Audit logging
- Data privacy compliance (GDPR)
๐ Quick Start
# Install dependencies
pip install -r requirements.txt
# Setup database
python setup_db.py
# Run migrations
alembic upgrade head
# Start backend
uvicorn main:app --reload
# Start agent workers
celery -A agents.worker worker --loglevel=info
# Start frontend
cd frontend && npm start
๐ Agent Communication
Agents communicate via:
- Message Queue (RabbitMQ/Redis)
- Shared State (Redis)
- Event Bus (pub/sub)
- API Calls (RESTful)
๐ Scaling
- Horizontal scaling with Docker/Kubernetes
- Load balancing for API
- Database read replicas
- Async task distribution
- CDN for static assets
๐ฏ Use Cases
- SaaS Companies - Automate customer onboarding
- Sales Teams - Intelligent lead qualification
- Customer Success - Proactive churn prevention
- Account Executives - Smart deal tracking
- Marketing - Lead nurturing automation
๐ฎ Future Features
- [ ] Voice AI for calls
- [ ] WhatsApp integration
- [ ] Advanced forecasting
- [ ] Multi-language support
- [ ] Mobile app (React Native)
- [ ] Custom agent builder (no-code)
Built with โค๏ธ for modern sales teams
License: MIT Status: ๐ง In Development Last Updated: 2025-10-09