Most supplier surveys don’t fail because of bad questions. They fail because of how they are performed.

Most organisational inefficiency comes from undefined states, unclear ownership, and uncontrolled transitions — not from a lack of intelligence. Those problems are solved with basic RPA and workflow design, not machine learning.

In times when Zero Bureaucracy becomes the government strategy, Vibe Coding can be the way to fulfil bold declarations and truly embrace AI.

Nevertheless, I encourage you to try. The joy of the working process is remarkable, and it's more intense the longer you have been working and the deeper you have drowned in desperation and disbelief on the midway.