BookUX
AI Booking

AI Booking Assistant Architecture: Frontend, LLM, Calendar and CRM

Bookux Team•

Building an AI booking assistant requires connecting multiple systems.

System Overview

┌─────────────────┐
│   Chat UI       │ (React/Next.js)
└────────┬────────┘
         │
┌────────▼────────┐
│   Backend API   │ (Node.js)
└────────┬────────┘
         │
    ┌────┴────┐
    │         │
┌───▼───┐ ┌───▼───┐
│  LLM  │ │ Tools │
└───────┘ └───┬───┘
              │
    ┌─────────┼─────────┐
    │         │         │
┌───▼───┐ ┌───▼───┐ ┌───▼───┐
│Calendar│ │  CRM  │ │ Other │
└────────┘ └───────┘ └───────┘

Frontend (Chat UI)

  • Message display
  • Input handling
  • Typing indicators
  • Clickable time slots
  • Form components
  • State management

Backend API

  • Session management
  • Message routing
  • Tool execution
  • Authentication
  • Rate limiting
  • Error handling

LLM Integration

  • Prompt engineering
  • Tool definitions
  • Response parsing
  • Context management
  • Token optimization

Calendar Integration

  • Availability queries
  • Appointment creation
  • Rescheduling
  • Cancellation
  • Webhook handling

CRM Integration

  • Contact lookup
  • Contact creation
  • Field updates
  • Workflow triggers
  • Activity logging

Security Considerations

  • API keys server-side only
  • Input validation
  • Rate limiting
  • Authentication
  • Audit logging

Bookux

Bookux builds complete AI booking assistant systems with all components properly integrated.

Related: AI Appointment Booking Assistant · How AI Checks Calendar Availability

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