Key points

• •AI adoption is uneven across organizations, putting middle managers under pressure to integrate poorly understood systems into existing workflows.
• •Middle managers need to separate AI reality from hype and evaluate tools against business needs, measuring impact on time, quality, and rework.
• •Effective middle managers create stability by understanding AI basics, testing in controlled conditions, and defining clear SOPs for experimentation and evaluation.