The Poisson Distribution is most suitable for modeling the number of defects or events happening in a fixed interval of time or space. In this case, it is appropriate for modeling the number of stitch defects in a portion of fabric because such defects can be considered rare, random, and occurring independently of each other, which aligns with the assumptions of the Poisson Distribution.