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Multilingual AI salon booking assistant with voice, RAG, Google Calendar, Google Sheets, FastAPI, Docker, and WhatsApp Cloud API integration.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Built an AI-powered lead qualification automation using n8n. The system receives incoming leads, validates their information, analyzes customer needs, assigns a lead score from 0 to 100, creates or updates CRM contacts, and sends Telegram notifications. It also handles duplicate contacts and processing errors.
This is a solid, practical build. The flow makes sense: validate → analyze → score → CRM → notify. What I like most is the duplicate handling and error processing — those are usually the first things people skip, and they're exactly what makes a lead system actually usable day...