Building AI automations & workflow systems for businesses | n8n • Voice Agents • Chatbots | Learning data systems publicly

Joined April 2023
58 Photos and videos
Pick one skill and die on it.
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One lesson I've learned as an AI Automation Specialist: Most people still underestimate what AI can build. And they definitely underestimate how much of a business can be automated. The deeper I go, the more I realize that every workflow, bottleneck, repetitive task, and customer interaction is an opportunity for automation. We're still scratching the surface.
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This simple workflow can help real estate companies stop wasting time on the wrong opportunities. Problem: ❌ The sales team spends hours speaking with people who are not ready to buy, don't meet budget requirements, or aren't serious prospects. ❌ Management cannot quickly identify which opportunities require urgent attention. ❌ Lead data arrives from multiple sources in different formats. ❌ Management knows how many leads came in but doesn't know which marketing channels are producing the highest-quality prospects. ❌ Some agents get too many leads while others get very few, creating inefficiency and internal complaints. ❌ Critical opportunities get buried. Solution: ✓ Automatically capture and standardize lead data ✓ Score leads based on business rules ✓ Prioritize high-value opportunities ✓ Route leads to the right team instantly ✓ Track lead sources and quality ✓ Create a single operational view of the pipeline Currently building this system for Horizon Prime Realty using n8n. The goal isn't just automation. It's helping the team focus on the opportunities most likely to convert. #BuildInPublic #n8n #Automation #RealEstate #DataEngineering
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Many people are working hard for what only God can give. Clients. Wisdom. Opportunity. Product Users. And that's why they're exhausted. We chase success through effort, strategy, qualifications, and connections. Those things matter. But the Bible reminds us: "All the good things we want in life come from God alone..." (Isaiah ) To the entrepreneur building a business. To the professional seeking growth. To the job seeker waiting for a breakthrough. Work hard. But don't forget to seek the One who gives direction. Because sometimes the answer isn't more effort. It's the right direction. #MorningReflection #FaithAndWork #Business #CareerGrowth #JobSeekers
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Here's how a real estate company can lose a potential buyer in minutes. A prospect submits an inquiry. The lead sits in an inbox. Follow-up gets delayed. The prospect moves on. I'm building an automated lead management workflow for Horizon Prime Realty to capture, organize, score, and route leads. The goal: faster responses, fewer missed opportunities, and less manual work. Still building, but excited to see it coming together. #n8n #Automation #RealEstate #BuildInPublic
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A customer pays you today. Three months later, they buy from your competitor. And the worst part? You never even knew they were leaving. Most businesses don't have a customer problem. They have a follow-up problem. That's why I built 3 subscription management workflows. ✓ A workflow that automatically captures and stores customer information. ✓ A workflow that tracks subscriptions, renewal dates, and customer status. ✓ A workflow that sends payment reminders and documents every transaction automatically. No more scattered spreadsheets. No more forgotten customers. No more missed renewals. No more guessing who has paid and who hasn't. To demonstrate how it works, I'm offering a FREE setup to the first 3 business owners who reach out. Here's what you'll get: → A review of your current subscription or customer management process. → The complete workflow customized to your business. → Full setup and testing. → A walkthrough showing your team how everything works. → Recommendations on how to improve customer retention and follow-up. You don't pay anything. You don't need technical skills. You only need a business that wants to keep more customers and track payments better. Only 3 spots available. DM me "RETAIN" and tell me a little about your business. #business #automation #n8n
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A few weeks ago, I completed my first subscription automation workflow. I thought the biggest challenge would be connecting nodes and configuring integrations. I was wrong. I discovered the capacity and limits my brain is currently capable of handling. There were moments when I was tracking form submissions, payment confirmations, user data, database records, email sequences, and error scenarios all at once. Once I hit my mental limit, wrong decisions started showing up. My analytical thinking became weaker. Simple problems started looking complicated. I realized that Critical Thinking is the most important skill in automation. Not n8n. Not AI. Not the tools. Critical Thinking. The good part is that capacity grows every day. The more workflows I build, the longer I can hold complex systems in my head. Problem-solving becomes faster. Patterns become easier to spot. Better decisions become more natural. Building my first subscription automation taught me that automation is not just about workflows. It is about training your mind to think clearly when systems become complex. Every workflow you build is also building you. #buildinpublic #AI #Automation
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DARK retweeted
Many startups are busy chasing new users while ignoring existing ones. Learn this ⚠️ Retention is the quiet signal of product truth. If users stay, something is working. If they leave, growth only hides the real problem.
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If you're building products, services, or software for people, this lesson is for you. Yesterday, I spent hours working on a test project that required a very strict form. After researching different tools, I finally found one that seemed to have what I might need. The interface was clean, the documentation was convincing, and everything suggested it could solve my problem. I was excited. Then I tried to use it. That's when I discovered that the site I just found was locked behind a paid plan. No trial. No demo environment. No opportunity to test whether it would actually work for my use case. Just a payment wall. At that moment, what popped into my mind was my landlord demanding rent two months before the lease expired. The frustrating part wasn't the money. It was the uncertainty. How was I supposed to trust something I couldn't touch, test, or experience? After going back and forth for a while, I did what most users would probably do. I left. Not because the tool was bad. Not because it was expensive. But because it gave me no reason to believe it was worth paying for. And that got me thinking... As builders, we often focus on acquiring customers. But sometimes we forget that trust comes before payment. A free trial, a demo, a sample, a limited version, these aren't giveaways. They're handshakes. Today, a platform lost a potential customer because it asked for commitment before earning confidence. That's a mistake I never want to make in anything I build.
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Every SaaS need to have a trial version.
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A homebuyer submits an inquiry for a property at 11:47 PM. The agent doesn't see it until the next morning. By then, the buyer has already contacted 4 competing agencies. A single missed response can mean a lost commission. That's one of the problems we're solving in a real estate automation project I'm currently building. The system captures leads instantly, qualifies them automatically, prioritizes high-value prospects, updates internal systems, and triggers immediate engagement. The goal? Less manual work. Faster follow-ups. More closed deals. The most interesting part isn't what happens when everything works. It's what happens when things go wrong. I'll be sharing the architecture and behind-the-scenes workflows soon. What do you think is the biggest lead-management mistake real estate businesses make today? #Realestate #buildinpublic #Automation
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How it felt building my first automation: At first, it looked simple. Just connect a few nodes. Pass some data. Hit execute. That's what I thought. Then the errors started. One node failed. I fixed it. Another one broke. I fixed that too. Then the webhook stopped working. Then the data disappeared. Then the workflow ran successfully... ...but did absolutely nothing. For a moment, I genuinely thought automation wasn't for me. But there was one thing I didn't realize: The workflow wasn't testing just my technical skills. It was testing both my technical, analytical and understanding skills. And the breakthrough came from the place I least expected. It was testing both my tech. On my next post, I'll break down the workflow that taught me more through failure than success. Trust me, you'd never guess which tiny mistake caused hours of frustration. Follow along if you're building in public, learning automation, or figuring things out one error at a time. #AI #AUTOMATION #WORKFLOW #BuildInPublic
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Growth becomes difficult when your team spends hours on work that could be automated. Too much manual work. Too many repetitive tasks. Too much time wasted moving data between tools. You can manage it for a while. But as your business grows, efficiency becomes a competitive advantage, not a luxury. That's why I'm sharing insights on business automation and process optimization to help businesses: → Save hours every week → Reduce costly human errors → Automate repetitive workflows → Improve customer experience → Scale operations more efficiently If you're interested in: AI Automation • Workflow Design • SaaS • Startups • Operations • Data Systems • Process Optimization Let's connect 🤝 If not, a like before scrolling would be appreciated.
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Truth is that, it’s not just bravery but isolation. You’ll be misunderstood, outpaced, and doubted by the same people you’re trying to change things for. Wealth begins when you stop seeking approval and start making decisions your past self would fear.
Generational wealth starts with one brave person.
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Building a startup means carrying pressure most people around you can’t see. That includes the doubts, the responsibility and the expectations. If you're still here, you're stronger than you think. New week. New iteration. Let's Keep Building 🏫🏢
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Pitching investors as a first-time founder is wild. You spend 6 months building the product, then 30 minutes explaining it to someone who decides in the first 3 minutes if they care Imagine convincing someone who watched over 1,000 startups fail that yours belongs in the 1%😅
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Most founders worry about competitors stealing their idea. But here's what the miss; The real risk is when nobody is copying it. If nobody cares enough to copy you… That’s the real signal.
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Sometimes leave ChatGpt Claude Grok Perplexity Gemini And just think like a normal human being
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Stop adding AI to impress investors. Investors already know the trick. AI only matters when it improves a decision, saves time, or removes friction. Everything else is theater. GM ☕ Say it back ↩️
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