Using AI Without Creating Chaos

Most enterprises are experimenting with AI in a dozen places at once and integrating it nowhere. The result is fatigue, duplicated spend, and mounting risk without a clear return.

Discipline is the differentiator. Before evaluating a model or a vendor, executives should be able to articulate three things: the specific decisions AI will improve, the operational process it will sit inside, and how success will be measured six months out.

When those three anchors are in place, adoption stops being a science project and becomes an operating capability.