Hi All! 👋 Would genuinely appreciate some constructive criticism from people further ahead in n8n/systems than me. This is only my third workflow build. The first two were much smaller internal customer onboarding automations in another business. This one is my first larger operational system: - multi-source ingestion - normalization - deduplication - structured AI outputs - scheduled orchestration across multiple brands Biggest thing I learned: the ‘hard part’ wasn’t AI, it was architecture and operational reliability. I recorded a walkthrough of the system and the lessons from building it. Would love feedback on: - architecture decisions - workflow structure - scaling concerns - obvious mistakes - what you would have done differently - or anything else Video: https://youtu.be/81PPhezH84I Thank you!!

From €17K agentic systems and $35K builds to AI leadership roles, first workflows, and launched products - this week inside AIS+ showed what happens when consistent reps finally start compounding. 🚀 Standout Wins of the Week inside AIS+ 👉 Malek Kilani closed his first €17K agentic AI build for a sales coaching company using enterprise presales experience as the unfair advantage. 👉 @Michael Elliott shipped a $35K certification platform with 100+ API endpoints, Stripe integrations, AWS infrastructure, and recurring monthly revenue attached. 👉 @Ailin Werner landed a Head of AI role after 8 months out of work by building publicly, sharing demos, and consistently showing her work online. 👉 Ismail Islam officially launched TradePulse — a full AI-powered trading intelligence platform combining dashboards, Telegram automation, and economic analysis workflows. 👉 @Cagri Sarigoz launched HeyNews on Product Hunt after 12 months of iteration and more than 600 AI-assisted newsletter issues. ⸻ 🎥 Super Win Spotlight | @Ailin Werner Ailin’s LinkedIn Ailin joined AIS+ after losing her job and deciding to fully commit to AI automation. At first, she was learning step-by-step through ChatGPT, debugging workflows manually, and spending countless hours figuring things out alone. Then she joined AIS+ planning to stay for just one month. That quickly changed.

Hello all! Are there json files for these please? 1. https://www.skool.com/ai-automation-society/classroom/b4f82b45?md=756e23b3789f4dd59ab4c65167c650b2 2. https://www.skool.com/ai-automation-society/classroom/b4f82b45?md=756e23b3789f4dd59ab4c65167c650b2 3. https://www.skool.com/ai-automation-society/classroom/b4f82b45?md=b74030fc711b44f28e4bf27c8dbd7a3b

Hey AIS fam, Good news and bad news. The good news, our community just hit #1 in the Tech category and #2 overall on Skool out of more than 175,000 communities! That’s incredible and a huge credit to all of you. The bad news is that with the growth, we’re seeing more spam, self-promotion, and discussions that aren't focused on AI or automation. Please help us keep this space clean and valuable by reporting any spam or self-promotion you see. Our admin team will take care of it quickly. This community is growing because of you, your engagement, questions, and support for one another. Let’s keep building a safe, focused space to learn and grow together. Cheers, Nate

When I started in AI automation, I was excited but struggled to see results. No matter how much effort I put in, things didn’t click the way I expected. That changed when I shifted into eCommerce. With the right system in place, I finally began to see consistent success. It wasn’t easy, but it gave me the confidence and growth I was looking for. Now, I’m grateful to share and learn with like minded people who value progress as much as I do. I’d love to hear from everyone here: what motivated you to join this community? what’s been your biggest breakthrough so far? what’s the biggest roadblock you’re working on right now? Excited to grow together