Hi, I’m Kozato Keizo, a Full Stack Engineer with 8+ years of experience building AI-powered automation systems and scalable web applications. I design and develop intelligent systems that integrate seamlessly with business workflows — from backend automation and API integrations to real-time infrastructure and dynamic frontends. I’ve delivered end-to-end AI solutions using frameworks and tools like LangChain/LangGraph, LLMs, RAG, Twilio, n8n, and Make.com, building low-latency pipelines, automation workflows, and scalable systems. I’m passionate about transforming ambitious ideas into high-performing, user-centric solutions that drive growth and innovation. If you’re looking for a skilled engineer to bring your vision to life, let’s connect and build something powerful together.

Hey guys, new here, just watched brendan's video on how to make the ai agent for trades/home-service businesses, one issue I cannot fix is that the agent is able to retreieve all the info like name, number, email, job, etc. and after that is even able to book an appoinment and i get an email confirmation and it works but the issue is that n8n just recieves the section of booked appointment? as false and is not able to fetch the booking url/link, if anyone knows how to fix this or help me that would be great!

Has someone experience in Open AI Agent builder? Can you recommend a good tutorial / Playlist / Course etc.? My goal is to automate and build an agent that helps me in: Marketing Sales / CRM Calculation Administrative like Email / Calandar etc. I saw some interesting videos about Motion AI but it's not possible to reach someone from there and also I was not able to find good explanation how to start and build the agent there. The results looks wonderful but I am afraid that the building / maintance is too complex. Worst would be to always maintain everything just to have a little bit of automation

What are the best types of businesses to offer voice agents? I'm currently thinking about offering my service to travel agencies and dental clinics, but I would like some suggestions if you have some.

The businesses that win aren’t the ones posting the most…They’re the ones who automate the fastest. Here are the 15 automations every business needs before the holiday rush hits (or you will lose sales you could’ve kept): 1 Lead Capture – Every lead from your site, ads, IG, WhatsApp goes straight into your CRM. Zero lost prospects. 2. Instant Follow-Up – 3-second auto replies via email/SMS/DM.Fastest reply = wins the sale. 3. Abandoned Cart Recovery – 3-step reminder sequence = easy 10–30% extra revenue. 4 . Promo Countdown – Schedule “early access,” “live now,” and “last chance” blasts. 5. 24/7 AI Support – Answers customer questions even at 2AM. 6. Automated Onboarding – Every buyer instantly gets steps, access links, and instructions. 7. Checkout Upsells – “Add this for 20% off.” Boost AOV without work. 8 Auto Discount Codes – Send codes based on behavior: new, returning, viewed-but-didn't-buy, etc. 9 . Content Scheduler – December posts planned & posted automatically. 10 Review Automation – Collect reviews on autopilot; send bad ones privately. 11 CRM Auto-Updates – Leads move through your pipeline without manual dragging. 12 Retargeting Triggers – Auto-show ads to people who visit, watch, add to cart, etc. 13 Support Routing – Sorts and sends issues to the right place instantly. 14 Stock Alerts – Notify customers when items sell out or restock. 15 Year-End Reports – Auto-generate your revenue + performance insights for January planning. 🎁 Honest truth:December rewards businesses with systems not hustle. If you automate even 5 of these, your holiday revenue (and stress levels) will look completely different.