Useful Automation: Practical AI With Human Judgment

Operations managers are asked to improve workflows with AI even when they do not write code or manage data teams. Useful Automation examines practical experimentation, sound process design, and human review make automation useful without surrendering judgment. It shows readers how to identify the decisions that matter, structure the work around them, and communicate the value without inflated claims. Practical examples help professionals replace improvised habits with a repeatable approach that fits real clients, limited capacity, and changing priorities. The result is a calmer, clearer way to make better commercial choices.