I built a system that qualifies leads before a human ever sees them. The setup: new leads land wh...I built a system that qualifies leads before a human ever sees them. The setup: new leads land wh...
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I built a system that qualifies leads before a human ever sees them.
The setup: new leads land wherever they come in — a form, an inbox, a CRM webhook. n8n picks them up immediately. LangChain pulls relevant context (company size, past interactions, ICP fit signals). Claude scores the lead and drafts a qualifying follow-up or routes it straight to sales if it's clearly a fit. Python handles the scoring logic and logs every decision, so nothing's a black box.
The result: sales only spends time on leads worth the time. Everything else gets a fast, useful reply instead of silence — or gets politely filtered out.
This is the difference between "an AI chatbot" and an actual qualification system: one sounds smart, the other changes what your team spends their day on.
#LeadGen #SalesAutomation #AIAgent #n8n #LangChain #ClaudeAI #RAG #PythonDeveloper #AIAutomation #FreelanceDeveloper #ContraCreator
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The network for creativity
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Creatives on Contra have earned over $150M and we are just getting started