Why not use a Rule of Thumb or multiples of publicly traded companies?
Only if your company is very similar to the public companies you are analyzing, in terms of all of the different factors that effect the value of the public stock. The fact that your company is not public makes it different in one very important factor. Choosing the appropriate multiple requires an in-depth analysis of the company to properly understand how it correlates to the public market if at all.