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
Back to feedPost
AI-powered Facebook Messenger assistant that qualifies leads and automates follow-up using OpenAI, FastAPI, n8n, Google Sheets, Gmail, Docker, and Google Cloud.
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
Related posts
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...
Building the future of workflow automation Here is a sneak peek at my latest dashboard and interface design for Launchy an AIpowered builder that turns simple prompts into complex automation flows Balancing a chat interface with a node based canvas was such an exciting challenge. What features do you look for most in modern workflow tools? Let me
I built an AI-powered workflow that helps real estate professionals turn property details into polished listings for websites, property portals, and social media. Using Gemini and n8n, it generates the content, highlights key selling points, and flags missing information. Before anything is saved to Airtable, the listing is sent via WhatsApp for approval.
Tools: n8n, Google Gemini, WhatsApp Business, Airtable
Having the listing go to WhatsApp for approval before anything lands in Airtable keeps a human in the loop without slowing the flow down. When Gemini flags missing property info, does the approver fill the gaps in WhatsApp, or does it loop back through n8n for a regenerate?