Wiiz AI Agency Suggestion Bot

Overview

A sophisticated, real-time AI consultant that helps client companies match with the right service agencies based on their budget, industry, technology stack, and specific project requirements. It handles interactions over WebSockets for a seamless typing experience, uses LLMs to hold natural conversations, Qdrant Vector Databases for semantic similarity matching, and operates dynamically in multiple languages (English, Spanish, French, German, Dutch, Bengali), translating under the hood so the AI engine operates consistently. The system uses a 3-tier architecture with a stateless Python (Django) Backend, Django Channels for ASGI WebSocket routing, and an AI processing core utilizing LangChain and LocalAI embeddings.