Posts
Chatbot to Human Handoff in WhatsApp: Architecture Guide
May 12, 2026Introduction90% of the WhatsApp bots I audit have the same failure mode. The AI agent tells the user their conversation is being transferred to a... Read more
AI lead recovery system: Voice, WhatsApp, and SMS with N8N
April 27, 2026AI Lead Recovery System: How I Built a Multi-Channel Outreach Agent with N8N, Twilio, and ElevenLabs IntroductionMost businesses lose leads not because the product is wrong,... Read more
Building a WhatsApp AI Agent for Automated Booking: Architecture and Design Decisions
February 24, 2026IntroductionMost AI assistant tutorials focus on prompts or models. In production, that is rarely the hard part. The real challenge is building a system that:accepts multiple input... Read more
Building an AI Outbound Call Sales Assistant with n8n, Twilio, and ElevenLabs
January 30, 2026IntroductionOutbound sales calls are one of the hardest channels to automate with AI. Latency matters.Costs compound fast.Hallucinations are unacceptable.And voice systems fail loudly when something breaks. In... Read more