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9 contributions to AI Automation Society
Most businesses are 20 hrs/week away from feeling like a completely different company.
The hours aren't missing. They're just buried in the wrong work. Manual data entry. Follow-up sequences someone is running by hand. Internal updates that require three messages to get a simple answer. Tasks that exist because no one ever built the thing that would make them unnecessary. It doesn't feel like a big problem when you're in it. It just feels like work. But that friction compounds. The team stays reactive. The founder stays in the weeds. Growth creates more chaos instead of more momentum. The businesses that actually feel like they're running well aren't working less. They're just not burning hours on things that should have been systematized two years ago. 20 hours a week is 80 hours a month. That's not a rounding error. That's a person. Or the breathing room you've been waiting for.
if you're still running manual workflows in 2025, you're not just slow - you're losing
I was 13 when I got completely hooked on tech. Not because someone taught me - because I had to figure things out myself Back then, when you hit a bug or a weird error, you'd spend hours surfing forums, Stack Overflow, random blog posts from years ago... just trying to find one person who had the same problem. It was slow. Frustrating. But honestly? That's how I learned to think. Fast forward - I spent years deep in cybersecurity. SOC work, threat detection, incident response. A world where being slow is not an option and missing something costs real money. And here's what that world taught me: manual processes are a liability. Not just inefficient - a genuine risk. Then AI automation entered the picture and I started seeing it differently. The same obsession I had at 13 - finding faster, smarter ways to solve problems - now had actual infrastructure behind it. n8n, Claude Code, AI agents that do in seconds what used to take a full afternoon. I actually helped on person implement this. workflows that replaced repetitive human tasks, systems that run while the team sleeps. the shift I've seen: - Teams that used to drown in manual reporting --> automated overnight - Follow-ups that fell through the cracks --> handled by agents - Marketing ops that needed 3 people --> running with one workflow here's my honest take after being in tech and security for over a decade: If you're not learning automation right now, delivery is going to get harder, not easier. Marketing alone is heading toward 50%+ automated. The businesses winning aren't working more hours - they built smarter systems. The internet didn't wait for people to catch up back then. AI automation isn't waiting either. The bios stay the same as before - no year references there anyway.
The Middle Funnel Everyone Ignores in Outreach
most people doing outreach: attention -> conversion skipping the nurture step entirely this is why: - low show rates - cold calls - tons of objections - people want payment plans - low trust the pattern is always the same: send DM -> pitch immediately -> book call -> struggle to close but think about how buying actually works for high-ticket stuff. nobody sees one message and buys. they need to build trust first - consuming content, seeing proof, understanding the process principle: people must first pay with attention before they pay with their wallet here's where AI changes the game instead of manually sending videos and following up hoping they watch - you build an AI-powered middle funnel that does it for you the prospect opts in through DM -> AI chatbot sends them a VSL -> answers their objections in real time -> qualifies them -> books the call by the time they're on the phone with you, they already: - know who you are - understand your process - have had their main objections handled - are pre-sold the call becomes a formality, not a pitch works even if you're not a content creator - you just need one solid VSL and an AI chatbot that knows your offer the middle funnel isn't optional anymore. and now AI builds it for you 24/7
Realtors: Automate to 25% More Deals (Real Talk❗)
Burned out chasing leads❓ Automation turns realtors into closing machines. Easy wins I've seen: - Auto-text after showings—leads reply 40% faster, no more "forgot to follow up." - SMS reminders kill no-shows, and pack your calendar effortlessly. - Pipelines + drips keep hot buyers/sellers warm on autopilot. Agents see $15k extra commissions fast. What's your biggest time-suck❓❓
1 like • 8d
the follow-up timing is what most agents get wrong automated text within 5 minutes of a showing inquiry converts at a completely different rate than one sent the next morning
The Work That Slows You Down Isn’t the Hard Part
The most draining work in a business is rarely the complex stuff. it's the small, repetitive decisions: Did we reply? Who’s following up? Was this booked? Is someone owning this? When those answers live in people’s heads, progress slows and mistakes creep in. When they live in systems, teams move faster without working harder. That shift, from memory to design, is where momentum comes from. What’s one thing in your workflow that still depends on someone remembering to do it?
0 likes • 8d
memory-dependent workflows create invisible single points of failure
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@alex-naskidashvili-5764
Partner at @ Systems Dept. | Building AI Automations, Workflows and Systems

Active 3h ago
Joined Feb 7, 2026
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