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17 contributions to AI Automation Society
Welcome — Let’s Build Real AI Skills (Not Just Talk About Them)
Welcome 👋 you’re in the right place. This community exists to help you build real, practical AI skills —not hype, not theory, just how AI agents, automations, and workflows actually get built and deployed. How this community works:• Feed → ask questions, share builds, troubleshoot issues• Classroom → structured AI lessons you can follow at your own pace You don’t need to be an expert. You don’t need a perfect setup. You just need to start building. 👇 If you want, introduce yourself below:• what you’re currently working on• what kind of AI or automation you want to build No pressure — but saying hi helps the community grow. Glad you’re here 🚀
1 like • 1h
Haha, I feel that You’re not alone—research agents get messy fast without a clean structure. The trick is breaking it into clear steps (source → extract → validate → summarize) and letting the AI handle each part separately instead of one giant agent. Happy to share a practical n8n-style setup if you’re interested.
The CRM & Support Tools That Actually Help Businesses Scale
As businesses grow, managing customer conversations becomes just as important as generating leads. Here are a few widely used platforms and what they’re best at: HubSpot – All-in-one CRM for marketing, sales, and support. Great for inbound growth and long-term relationships.Zoho CRM – Flexible and budget-friendly with strong automation and integrations.Pipedrive – Simple, sales-focused CRM built around pipelines and deal tracking.Commslayer – Centralizes calls, messages, and conversations across channels.Gorgias – Support platform for e-commerce brands with fast, unified responses.Zendesk – Scalable helpdesk solution for structured customer support teams. These tools help teams:• Centralize customer data• Improve follow-ups and response times• Automate repetitive work• Scale operations smoothly The real value comes from how well the tool fits into your workflows. What CRM or support platform are you using right now?
1 like • 2h
@Hicham Char I agree HubSpot can become costly as you scale, but having everything centralized in one ecosystem does make it difficult to replace once it’s fully implemented. The real value tends to come down to how efficiently it’s configured and used across teams.
🚀New Video: Easiest Way to Migrate n8n Workflows Between Accounts (cloud to self-hosted)
In this video, I walk through how you can migrate hundreds of n8n workflows from one instance to another without losing track of anything. I show exactly how I moved all of my workflows from n8n Cloud to my self-hosted n8n instance by pulling every workflow into Google Sheets, logging what’s already been migrated, and then importing them into the new instance. This gives you a clean system to avoid duplicates, stay organized, and safely move everything over if you’re setting up a new n8n environment or switching hosting. GOOGLE SHEET TEMPLATE
3 likes • 11d
@Hamna Moideen I’ve seen node version differences cause more headaches overall, especially when older workflows rely on deprecated fields or behavior changes. Credentials are usually easier to reconcile once, but version drift can introduce subtle logic breaks that are harder to spot.
3 likes • 7d
good
AI Automation Works… Until It Hits Real Users
Most automations look perfect in dev. Then production happens. What usually breaks first isn’t the AI model or the prompt — it’s:• edge cases you didn’t anticipate• API rate limits or silent failures• schema changes from dependencies• missing retry / fallback logic• unclear agent responsibilities AI is already powerful enough. System design is the real bottleneck. When automations are built around real workflows — with validation, retries, clear handoffs, and observability — they actually hold up in production. Curious to hear from the community 👇What’s the most painful failure you’ve seen after an automation went live? Shorter version (more casual) AI automations don’t fail because of AI.They fail because the system around them isn’t built for production. What usually breaks first in your builds? If you want, I can: - Make it more technical - Add a real-estate or customer-service angle - Create a follow-up post to convert engagement into DMs - Tune it to sound more beginner-friendly or more advanced
AI Mastermind Feb 2-7 | Apply NOW
I wanted to share something pretty special with you guys. From February 2nd to February 7th, there’s an AI Mastermind happening in Cape Town that’s being sponsored by n8n, and I’ll be there along with some of the biggest names in the AI space like Liam Ottley, Dave Ebbelar, Jack Roberts, Mark Kashef, and many more. This is not a typical conference. It’s a small, curated mastermind focused on real conversations, deep dives into AI, live talks and presentations, plus a lot of networking and social events with people who are actually building in this space. There are only about 50 VIP spots left, and it’s designed to be a high-impact, life-changing type of week. If you’re serious about AI, business, and meeting the right people, I definitely recommend checking it out and applying here: https://www.africai.vip/
AI Mastermind Feb 2-7 | Apply NOW
6 likes • 10d
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@abeey-sun-7566
I specialize in helping businesses automate their operations to save time. I work with business owner to streamline workflow, customer relationship

Active 1h ago
Joined Oct 3, 2025
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