Comparison: Same Team, Different Framework
Vibe Coding in Industry: Making Decisions in Two Hours

Same room, same team, same tool, same two-hour time slot—and yet, two very different results. This type of comparison sweeps away excuses: you can’t blame the tool, the technical skill level, or a lack of time.

At a capital goods factory in Alsace, the methods team ran the same workshop twice, one week apart. First attempt: frustration, lack of focus, a fragile prototype. Second attempt: a usable deliverable. What changed between the two? Fifteen minutes of preparation—nothing more.