Cash on cash return differs from other ROI metrics like cap rate and internal rate of return (IRR) because it only takes into account the amount of cash invested and the cash flow generated. On the other hand, cap rate considers the property's value, while IRR calculates the total return achieved on an investment with the timing of cash flows taken into account.