I created a fully automated n8n workflow that turns ANY product image + a simple text description into hyper-realistic UGC-style photos AND videos completely hands-free! What do you think?

https://manus.im/invitation/W5QGJIO1X2AL8

Curious how builders here are actually validating AI automations before scaling I’m based in Texas USA and coming from the AEC / construction side. I’ve been deep in automation conversations lately, and one thing I keep falling back to is this: Everyone talks about what they’re building. Fewer people talk about how they pressure-test it before it touches real workflows. For those of you who’ve shipped or are actively deploying AI automations: - What signals told you, “yes, this is worth scaling”? - Where did early POCs break in the real world? - What did users do that you didn’t expect (good or bad)? I’m not here to pitch anything — genuinely interested in comparing notes with people who are building practical, non-theoretical systems that have to survive messy human workflows. If you’re open to swapping lessons learned or debating approaches, I’m all ears. Happy to learn, share, or just jam on what’s actually working.

From new clients to production-ready AI systems - this week inside AIS+ was all about confidence turning into action 🚀 Here are this week’s highlights inside AIS+ 👇 👉 @Christian Barraza signed his second client in just 3 days - momentum sparked by simply sharing his first win publicly. 👉 Maciej Wesolowski closed a $3,300 project, building AI agents for an education platform - strong execution, clear value. 👉 @Jose M Lopes landed another inbound prospect via LinkedIn by staying consistent and visible - proof that showing up compounds. 👉 @Waliullah Murad shipped three AI agents in one week - a Telegram calendar assistant, feedback handler, and daily overview system. 👉 @Isaias Perez built his first production-ready automation for a bus company - live alerts for missed shifts and speeding events. 🎥 Super Win Spotlight of the Week: @Usman Mohammed | Building for Life, Not Just for Tools Usman joined AIS+ to learn automation but stayed for the network, trust, and long-term relationships he built by staying active. Through consistent participation, he’s grown confident, built real connections, and positioned himself to serve clients with clarity. 🎥 Watch his quick story 👇 Usman’s journey is a reminder: tools change fast - community and relationships last for life. ✨ Want to see more wins like these every week? Join the builders inside AI Automation Society Plus - where consistency, connection, and action turn learning into real results 🚀

This is a great time to reflect on the past year, set a few intentions for the year ahead, and most importantly rest, recharge, and spend time with family. I know I will be. The AI space will still be here when we get back! Cheers, Nate