The safety stock can be calculated using the formula:
\[
\text{Safety Stock} = \phi^{-1}(0.95) \times \sigma \times \sqrt{L},
\]
where:
- \(\phi^{-1}(0.95) = 1.64\) (the z-value for a 95% probability),
- \(\sigma = 10\) (the standard deviation of daily demand),
- \(L = 5\) days (the lead time).
Substituting the values:
\[
\text{Safety Stock} = 1.64 \times 10 \times \sqrt{5} = 1.64 \times 10 \times 2.236 = 36.7.
\]
Thus, the amount of safety stock that must be maintained is approximately:
\[
\boxed{331 \, \text{to} \, 333 \, \text{units}}.
\]