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AI Automation Society

356.5k members β€’ Free

8 contributions to AI Automation Society
Replaced our entire IT helpdesk with a WhatsApp bot β€” full architecture inside
Hey everyone, Just shipped something I've been building for weeks and wanted to share with this community. What I built: a full AI-powered IT support system running on WhatsApp Business API. Employees just message it and it handles everything automatically. The stack: - n8n (13 workflows, 140+ nodes) - Claude AI for intent classification - Supabase for conversation state + memory - Microsoft Graph API for room booking - Twilio for WhatsApp Business API - Odoo for helpdesk tickets Results: - Response time: hours β†’ 3 seconds - Zero phone calls needed - 24/7 availability - 100/100 QA tests passing The hardest part wasn't the AI. It was building a state machine for 14 conversation contexts with no framework β€” pure logic. Also hit a nasty race condition with parallel Supabase writes. Happy to go deep on how I solved it if anyone's curious. Full architecture breakdown on LinkedIn: https://www.linkedin.com/posts/essamkhalidmusameh_ai-bot-activity-7457277933372538880-KDqF What are you all building? πŸ‘‡
Welcome! Introduce yourself + share a career goal you have πŸŽ‰
Let's get to know each other! Comment below sharing where you are in the world, a career goal you have, and something you like to do for fun. 😊
3 likes β€’ 7h
Hey everyone! I'm Essam from Dubai πŸ‡¦πŸ‡ͺ IT Manager by day, AI Automation Engineer by build. I work with n8n, Claude AI, Microsoft Graph API, and WhatsApp Business API to build production automation systems. Just shipped a full AI-powered IT support bot on WhatsApp β€” 13 workflows, 140+ nodes, 3-second response time. Happy to share the architecture with anyone interested. Here to learn, share builds, and connect with other automation builders. What's everyone working on?
Are you in your comfort zone or outside your comfort zone?
How do you feel about rejection? I would say it’s really important to embrace rejection because rejection can teach you a lot of things that success cannot teach you. To really grow and get to the next level, you have to get comfortable being outside your comfort zone. What makes you feel uncomfortable?
1 like β€’ 7h
Wow this is amazing
I cloned a full SaaS frontend in under 10 minutes.
No Figma. No dev handoff. Just Claude. --- π—§π—›π—˜ 𝗣π—₯π—’π—•π—Ÿπ—˜π—  Replicating a polished UI used to take days. Inspect element. Screenshot every section. Brief a designer. Wait. Founders without dev resources just... gave up. --- π—§π—›π—˜ π—¦π—›π—œπ—™π—§ UI cloning is no longer a coding task. It's a prompt-engineering task. --- 𝗛𝗒π—ͺ π—œ π——π—œπ—— π—œπ—§ β†’ Open a fresh Claude session. Paste the target URL. β†’ Drop in one screenshot of the sidebar for navigation context. β†’ Ask Claude Opus 4.7 to decompose the full layout into detailed section-by-section prompts. β†’ Wait 4-5 minutes. It returns a complete prompt blueprint. β†’ Paste that blueprint into Claude Design. Answer its clarifying questions. β†’ Watch a functional frontend appear. Total active work: under 10 minutes. --- π—§π—›π—˜ π—₯π—˜π—¦π—¨π—Ÿπ—§ I cloned app.gojiberry.ai front-to-back. 5 minutes of active input. Zero lines of manual code.
I cloned a full SaaS frontend in under 10 minutes.
1 like β€’ 7h
Wow this is amazing
Message A Model - How to eliminate "--", This is your caption, etc.
Hi! I have a lot of nice photos, and have modified one of @Nate Herk 's setups to write social media captions based on the photo's title, in batches of 10. Eventually I will add the auto-posting to Socials. My problem: I have Claude hooked for the Message a Model node with Critical Rules in my prompt (see below), and I would say 25% of the time the node still adds: "---", "Here are caption options" & other preamble's. I also have Claude Cleanup Node after it. Has anyone found a solution to this? Or, do I just need to deal with it for now? CRITICAL RULES: 1. Your response must be ONLY the caption text 2. Do NOT include "Caption:", "---", or any labels 3. Do NOT include "Here's a caption" or any preamble 4. Do NOT include asterisks or markdown formatting 5. Start IMMEDIATELY with the first word of the actual caption
Message A Model - How to eliminate "--", This is your caption, etc.
0 likes β€’ 7h
Wow this is amazing
1-8 of 8
@essam-khalid-7522
Essam

Active 46m ago
Joined Apr 28, 2026
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