I’m fascinated by one idea: that a system—when built right, can create value without your constant input. In 2022, I was freelancing when a client nearly cancelled. I had delivered 100 leads, but they barely made any sales. The problem wasn’t the leads—it was the lack of structure behind them. So I built a booking bot. No code, no technical background—just a problem I refused to leave unsolved. It turned 3 bookings into 21. That moment shifted how I see value: less about effort, more about systems that compound.

Most businesses don’t suffer from a lack of effort—they suffer from broken systems. The more your operation runs without you, the more value it creates over time. At R‑Vision AI, I build AI-powered systems that remove friction, automate internal and external operations and scale silently in the background.

I’m not a developer. I’m a systems thinker.

And I use AI to turn chaos into structure.