The 5 AI Mistakes Business Leaders Make

The five patterns that consistently derail AI adoption in engineering organisations — and what to do instead.

After working with engineering leaders on AI adoption, the same mistakes come up repeatedly. This paper documents the five most common — from skipping the governance foundation to choosing tools before defining the problem — and the practical steps to avoid them.