
What AI actually multiplies
Nahuel Vigna
Co-Founder & CEO
AI was sold as a shortcut around expertise, and companies are paying for that promise in systems that crumble under real production conditions. In this article, we draw the line between vibe coding and AI-assisted development, and explain why AI works as a multiplier. The question for any leader today: how much work can you hand to AI while keeping firm control of the parts that carry real risk?



























