AI is no longer a frontier experiment — it’s an operational advantage. Yet as businesses rush to “implement something,” many discover too late that poor AI decisions create far greater costs than delayed adoption ever would. These hidden costs rarely appear on a balance sheet. Instead, they emerge in misaligned teams, failed pilots, technical debt, and lost momentum.