We present a detailed approach for making use of two new computer hardware architectures -- CBEA and
CUDA -- for accelerating a scientific data-analysis application (Einstein@Home). Our results suggest that both the
architectures suit the application quite well and the achievable performance in the same software developmental
time-frame, is nearly identical.