Why do so many AI initiatives look promising at the start but fail to deliver real value later? In many cases, businesses move too quickly without a proper AI ROI assessment. It is not enough to estimate development costs alone. Companies also need to understand ongoing expenses, expected efficiency gains, and whether the use case can create measurable business impact. If AI is on your roadmap, evaluating ROI early can help you make a far more confident decision.