By using Monte carlo modified Markov Chains, the paper uncovers an inherent risk in a company is cash-flow forecasted plan for the upcoming financial year by pointing out possible inadequacies in income when compared to
the projected expanses. The presented graphical outputs clearly illustrates the lost sales form insufficient capacity in
a way that can be easily understood by anyone, regardless of their knowledge of the subject or of Monte Carlo
simulations and Markov chains.