This document compares the performance of six supercomputers with over 1,000 processors each on various synthetic benchmarks and applications. The supercomputers have different node sizes, processor counts, and interconnect technologies. Performance is analyzed using a model that breaks down run time into computation, communication, and I/O components. Results show that different systems perform best for different benchmarks and applications, depending on factors like the communication requirements and how well the application scales. The Blue Gene supercomputer shows strong scaling and I/O performance but has limitations in processor speed and memory size per node.