Scopio – Multi-Agent AI Sales Automation Platform Scopio is a production-ready multi-agent AI pla...Scopio – Multi-Agent AI Sales Automation Platform Scopio is a production-ready multi-agent AI pla...
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Scopio – Multi-Agent AI Sales Automation Platform
Scopio is a production-ready multi-agent AI platform designed to automate B2B sales and lead generation.
The platform coordinates multiple AI agents to perform end-to-end sales workflows:
Discover potential businesses from multiple sources
Research company websites and public information
Analyze business context using LLMs
Generate personalized outreach emails
Manage follow-up workflows automatically
Maintain conversation history and workflow state
I designed the agent architecture using LangGraph, enabling planning, tool calling, memory, and multi-step execution while integrating external APIs and backend services for reliable automation.
A WhatsApp chatbot that automates tasks is NOT the same as a custom-built web application.
And honestly, I’ve noticed how much people love AI-powered WhatsApp bots lately.
As someone who develops AI workflows and custom websites, I personally believe that combining a well-built web application with AI puts you one step ahead.
Imagine having a custom interface, your own database, automated workflows, and an AI agent working together in one place.
That’s a completely different level of flexibility.
Don’t get me wrong: WhatsApp bots aren’t always the inferior option. They’re great for customer-facing interactions and quick communication.
But personally? I’d rather give customers a dedicated web experience whenever the project calls for it.
When the web app and the bot share one database, which side owns the conversation state: the n8n workflow or the app? That choice seems to decide whether a customer can switch between WhatsApp and the web view mid-request.