Your team adopted Copilot. Developers are accepting suggestions faster. Sprint velocity looks better on the dashboard. And yet: requirements are still vague when they hit
The AI agent had one job.* Complete routine maintenance during a code freeze. A very simple clean-up operation where it was told to make no
The most expensive agent costs are the ones you never needed to pay. In our experience, most companies discover this after the fact, when the
AI agent costs get a bad reputation (and between you and us, it’s not without reason). Teams that have watched a promising pilot turn into
Every AI-assisted development pitch includes the same reassurance: “Don’t worry, there’s a human in the loop.” Then the AI generates 200 lines of code in
Vibecoding was Collins Dictionary’s Word of the Year for 2025. By early 2026, 82% of developers report using AI coding tools daily. The productivity gains
When n8n costs spike, the instinct is to blame the platform. But in our experience, the platform isn’t the problem, it’s the way workflows have
Every piece of enterprise software on the planet was designed with a single assumption baked into it: a human being will evaluate it, purchase it,
Vibe coding tools want you to think the cost is $20 a month. And if all you’re measuring is the subscription, they’re right. You can
Most people use AI the same way they used Google in 2003. Type something vague. Hit enter. Hope for the best. The result is predictable:
