Intelligent AI Web Chats (Hybrid AI+Human Ecosystem)

Architecture of an Autonomous AI Consultant

I develop full-scale software ecosystems that transform a standard website into an active sales tool operating without breaks or weekends.

  • Smart Frontend Widget (Svelte 5): A lightweight and ultra-fast chat interface that instantly adapts to the user's language. Powered by MutationObserver technology, the chat detects site-wide language changes and switches its knowledge base without a page reload.
  • High-Performance Core (FastAPI): An asynchronous Python backend ensures a sub-second response time. While one process consults the neural network, the main thread maintains hundreds of active WebSocket connections, eliminating any lag in communication.
  • Professional Operator Dashboard: Managers don't just get a notification; they get a complete workspace with dialog history, visitor GEO-data, and technical logs. The system allows a manager to "take over" the chat from the AI in real-time (Human Mode).
  • Independence and Privacy: This system is not tied to "no-code" builders. The entire code and database (Firebase/PostgreSQL) are deployed on your own server, guaranteeing complete security of commercial data and no recurring platform fees.

This is a custom solution, fully customizable to your business goals: from the AI’s tone of voice to deep integrations with your internal CRM systems.

Technical Scenarios and Capabilities

1. AI Qualifier and Lead Capturer.
Essence: The bot consults on services and, upon identifying a ready-to-buy customer, triggers the save_lead tool to instantly send lead data to the owner via Telegram.
Technical Nuance: Utilizing LLM Function Calling allows the bot to capture contact details even in complex contexts (e.g., "my TG handle is the same as my email").

2. Multilingual 24/7 Support.
Essence: A single chat for an international company that dynamically loads knowledge in Spanish, English, or Russian based on the user's browser settings.
Technical Nuance: Loading context from external JSON files allows for instant knowledge updates without redeploying the code.

3. Proactive Sales (Triggered Activation).
Essence: The chat offers help automatically when it detects a user is stuck on a checkout page or attempting to leave the site (Exit Intent).
Technical Nuance: Advanced frontend logic analyzes mouse behavior, time-on-page, and URL pathing to engage users at the optimal moment.

4. Hybrid Sales Department.
Essence: The AI filters typical FAQs, but if a client requests a "human," the system triggers a sound alert and highlights the active chat in the admin panel.
Technical Nuance: Implementation of two-way real-time data exchange via WebSockets ensures synchronization: the manager sees what the client is typing even before they hit "send".

Any interaction logic can be adapted to your processes — from a simple FAQ bot to a complex booking system with calendar integration.

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