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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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AI Lead Qualification & Appointment Automation System
AI Lead Conversion Platform — Telegram, CRM & Automated Scheduling
Designed and developed an AI-powered lead conversion system that handles incoming Telegram conversations from first contact to qualification, CRM synchronization, and appointment booking.
The AI works with conversation history, lead profile data, unanswered questions, current funnel stage, available actions, and verified CRM data to determine the next appropriate step and generate structured responses.
The system automatically creates and updates leads in the CRM, manages qualification stages, books meetings, generates Yandex Telemost links, sends reminders, handles rescheduling, and escalates exceptional cases to a human manager.
The architecture includes dialogue state management, message deduplication and batching, PostgreSQL persistence, concurrency protection, validation before actions are executed, and safeguards against sending unverified or prohibited information.
This is not just an AI chatbot — it is an automated sales workflow that connects Telegram, AI, CRM, scheduling, and human escalation into one controlled process.
AI makes decisions within controlled business rules instead of operating as an unrestricted chatbot.
The concurrency safeguards and validation-before-actions detail is a strong distinction here—booking systems usually fail at the edges, not in the happy path. I’d expose a compact lead state to the operator (stage, next action, last unanswered question) so a human can resume...
Turn WhatsApp into your 24/7 AI sales assistant. 🤖
Nodeflow Automation helps businesses:
→ Reply instantly
→ Capture & qualify leads
→ Book appointments
→ Send confirmations automatically
Less manual work. More opportunities. ⚡
Ready to automate your WhatsApp? Let’s talk.
#WhatsAppAutomation #BusinessAutomation #leadcapture #Appointmentbooking #
Very nice
AI Gmail Assistant | Control Gmail with WhatsApp using n8n AI Agent
Designed an AI-powered Gmail assistant that lets users manage their inbox directly from WhatsApp. Instead of opening Gmail, users can send natural language commands to read emails, search messages, create drafts, send replies, organize labels, and manage conversations. The solution combines n8n, AI Agent, OpenRouter, Gmail API, and conversational memory to deliver a fast, intuitive, and hands-free email management experience while reducing repetitive tasks and improving productivity.
