With AI adoption rising in organisations with usage becoming more consistent. Teams report time saved. Then comes the question. Where is the value? The discussion begins to fragment. Efficiency is referenced in general terms. Improvements in decision quality are suggested but not tied to specific outcomes. Capacity gains are assumed. In some cases, revenue potential is mentioned. Each claim is plausible in isolation, yet none resolve to a point where value can be clearly loca