This document summarizes a study on using octonions to evaluate computer performance. It introduces octonions and describes how a program was created to calculate prime numbers using octonions. The program was used to benchmark the performance of 4 different CPUs by measuring the calculation time. The results showed the octonion benchmark was able to distinguish between the CPUs and detected improvements from additional cores. Future work is proposed to generalize the prime number theorem using octonions and apply it to education.