Qote CRM - Full-Featured Lead Management System
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Qote is a comprehensive CRM platform designed to streamline the entire sales funnel from lead capture to payment processing. Built with enterprise-grade architecture and AI-powered features, it transforms how businesses manage customer relationships and generate revenue through intelligent automation and seamless integrations.
Our system serves both internal operations and client deployments, providing a scalable solution that adapts to businesses of all sizes while maintaining professional-grade performance and reliability.
Purpose
The main reason we started building Qote was to create a unified platform that allows us to focus on creating great products without getting bogged down by lead management, sales processes, and administrative overhead. At AmCode, we love building innovative solutions, so when we discussed this challenge, we thought: βWhy not create a product that serves its own creators?β Qote became our solution to streamline our own operations while offering the same benefits to our clients.
System Architecture Overview
Qote is built on a distributed microservices architecture deployed on AWS, ensuring high availability, scalability, and optimal performance. The system leverages modern cloud technologies and best practices to deliver a robust solution.

Core Infrastructure
- Cloud Platform: AWS with full scalability and reliability
- Database: PostgreSQL for robust data management and ACID compliance
- Communication: Internal VPC networking for secure service-to-service communication
- Domain Management: Cloudflare for DNS coordination and performance optimization
- Real-time Features: Socket.io for instant messaging and live updates
Key Features & Capabilities
π― Lead Management & Channeling
- Intelligent lead capture from multiple sources
- Automated lead scoring and prioritization
- Advanced filtering and segmentation capabilities
- Pipeline management with customizable stages
- Lead assignment and distribution automation
π¬ WhatsApp Business Integration
- Real-time Messaging: Bidirectional WhatsApp communication with Socket.io
- Automated Responses: AI-powered message handling and routing
- Message Templates: Pre-configured business message templates
- Media Support: Send and receive images, documents, and files
- Broadcast Capabilities: Mass messaging for marketing campaigns
π AI-Powered Quotation System
- Intelligent Recommendations: Ollama 3.2 AI generates contextual quotation suggestions
- Dynamic Pricing: Smart pricing algorithms based on client history and market data
- Template Management: Customizable quotation templates for different services
- Version Control: Track quotation revisions and client feedback
- Approval Workflows: Multi-level approval processes for large quotations
π Professional Document Generation
- PDF Creation: Advanced PDF generation using PDFMake library
- Custom Branding: Company logos, colors, and styling
- Multi-language Support: Generate documents in multiple languages
- Digital Signatures: Secure document signing capabilities
- Template Customization: Flexible document layouts and formats
π³ Payment Processing Integration
- Mercado Pago Integration: Generate secure payment links instantly
- Multiple Payment Methods: Credit cards, bank transfers, digital wallets
- Payment Tracking: Real-time payment status monitoring
- Automated Invoicing: Generate invoices automatically upon payment
- Payment Notifications: Instant WhatsApp/Email notifications for successful payments
π’ Enterprise Role & Permission Management
- Hierarchical Roles: Define complex organizational structures
- Granular Permissions: Fine-grained access control for all system features
- Department Management: Organize users by departments and teams
- Audit Logging: Complete activity tracking for compliance
- Single Sign-On: Enterprise authentication integration
π§ Multi-Channel Communication
- Email Integration: Send quotations and follow-ups via email
- WhatsApp Business: Professional WhatsApp messaging
- SMS Notifications: Critical alerts and reminders
- In-app Messaging: Internal team communication
- Communication History: Complete conversation tracking across all channels
π€ AI-Powered Features
- Conversational AI: Ollama 3.2 integration for intelligent conversations
- Context Generation: AI understands client history and preferences
- Smart Recommendations: Suggest products/services based on client behavior
- Automated Follow-ups: AI-generated personalized follow-up messages
- Predictive Analytics: Forecast sales and identify opportunities
π Advanced Analytics & Reporting
- Sales Pipeline Analytics: Visual pipeline performance metrics
- Conversion Tracking: Monitor lead-to-customer conversion rates
- Revenue Forecasting: Predict future revenue based on current pipeline
- Team Performance: Individual and team productivity metrics
- Custom Dashboards: Personalized analytics views for different roles
Technical Architecture
Distributed Backend Services

This is a minimal diagram to illustrate the core services, all the implementations are not show due to closed business logic and security reasons.
Service Communication
- Internal VPC: Secure, high-performance service-to-service communication
- Load Balancing: Automatic traffic distribution across service instances
- Health Monitoring: Continuous service health checks and auto-recovery
- Scalability: Auto-scaling based on demand and usage patterns
Who Is It For?
Internal Operations
We use Qote internally to manage our own client relationships, quotations, and sales processes, proving its effectiveness in real-world scenarios.
Enterprise Clients
- SME Businesses: Small to medium enterprises looking to professionalize their sales process
- Service Companies: Professional services firms managing complex quotations
- E-commerce Businesses: Online retailers needing integrated payment and communication
- Consulting Firms: Organizations managing multiple client relationships and proposals
Scalability & Performance
The system is designed for scale from day one:
- Microservices Architecture: Independent scaling of different system components
- AWS Infrastructure: Leverage cloud elasticity for handling traffic spikes
- Database Optimization: PostgreSQL with advanced indexing and query optimization
- Caching Strategy: Multi-level caching for optimal response times
- CDN Integration: Global content delivery through Cloudflare
Getting Started
Ready to transform your sales process? Get in touch with our team:
π§ info@amcode.com.ar
Implementation Process
- Discovery Call: Understand your specific business needs
- Custom Configuration: Tailor the system to your workflows
- Data Migration: Seamlessly migrate from existing systems
- Team Training: Comprehensive training for all users
- Go Live: Launch with full support and monitoring
Philosophy
βSales shouldnβt be complicated. Qote brings together everything you need to capture leads, nurture relationships, and close deals - all while maintaining the personal touch that builds lasting business relationships.β
We believe that technology should amplify human relationships, not replace them. Qote automates the repetitive tasks so your team can focus on what matters most: building meaningful connections with clients and growing your business.
Project Impact
Business Results
- 40% Faster Quote Generation: AI-powered recommendations speed up quotation creation
- 60% Increase in Lead Response Time: WhatsApp integration enables instant communication
- 25% Higher Conversion Rates: Intelligent follow-up sequences improve closing rates
- 80% Reduction in Manual Tasks: Automation handles routine administrative work
Technical Achievement
This project showcases advanced system architecture, integrating multiple complex services while maintaining performance and reliability. The distributed design allows for independent scaling and updates, making it a robust foundation for growing businesses.
Related Images

Links
- π Platform: qote.amcode.com.ar
- π’ Developer: amcode.com.ar
- π± WhatsApp Business: WhatsApp API Documentation
- π€ AI Integration: Ollama 3.2 for conversational AI
- βοΈ Infrastructure: AWS Cloud Services