Hello! I’m building a chatbot for Instagram, and I’ve run into an issue I’m hoping someone here has experience with. Most times it works just fine. But sometimes, when a user sends a message, Instagram delivers the same message to my webhook two or three times. As a result, my bot processes it multiple times, replies repeatedly, and in my case, ends up booking multiple Zoom calls for the same request. Has anyone worked with Instagram messaging and encountered this behavior?

Hi everyone, I’m currently exploring ways to have my bot help people book calls directly through the chat. Ideally, I’d like the bot to be able to: - Show users what dates and times are available - Let them pick a slot right in the conversation - Automatically create the booking on their behalf - Also handle cancellations if they ask I’m using Calendly for scheduling. I know the simplest approach is to just share a booking link, but it would be great if the bot could handle the entire process end to end. Does anyone know if this is possible with Calendly’s API, or have experience implementing something similar? Any tips or examples would be much appreciated!

Hey everyone! I'm still pretty new to the world of automations and AI, and lately I’ve been experimenting with building chatbots to help our business run smoother even when we’re taking a day off. While it’s been really exciting, I’ve started noticing that sometimes these bots use a lot of tokens… which, as we know, also means more money spent. So I wanted to ask: What are your tips or best practices for keeping token usage (and costs) low when working with agentic AI or building automation-driven bots? Would really appreciate any advice! 🙏

Just shipped something that completely changes how we think about lead nurturing automation. Everyone's building n8n workflows and WhatsApp bots, but clients don't care about your fancy automation - they care about results they can see and control. I built a WhatsApp AI lead nurturing system that doesn't just automate conversations , it gives business owners a complete command center to track, analyze, and optimize their entire lead pipeline. This isn't just another automation project - its a complete business solution. While others are teaching clients how to use complex tools, I'm giving them results they can understand and act on immediately. Building automations is easy. Building automations that clients actually want to pay for and use daily? That's where the real money is. Stop thinking like a automation specialist. Start thinking like a business owner which is facing a problem.

Take a moment to step away from the desk, close that n8n tab, and enjoy some time with the fam. Wishing you all a great end to the weekend!