You've probably been here: you give Claude or Cursor a detailed prompt to build a feature. It generates code. Looks good. You ship it. Then requirements change slightly, and suddenly the AI generates something completely different—breaking existing work, missing edge cases, or reimagining the entire architecture. The

Enterprise AI projects face significant implementation challenges, with research indicating that 80% of AI initiatives fail to deliver their expected business value¹. Poor project scoping and scope creep cost companies billions annually in technical debt and failed implementations. Many organizations struggle to bridge the gap between AI potential and practical

90% of startups fail¹, and a significant portion make the same costly mistake in project scoping during the early stages. They think they’re building an app. They’re actually building a company. And they have no idea what that actually costs. The $2M Reality Check Picture this: You have

by Adam Elkassas, Founder pre.dev Why your credits keep disappearing and you still don’t have a working app. Vibe coding didn’t get you to the finish line, and you’re pissed. Now what? The 2025 Vibe Coding Bubble Why your credits keep disappearing and you still don’