Neural networks offer the potential to solve many classification problems, such as those associated with speech signals. Adaptive Solutions is developing a powerful neurocomputer that is capable of on-chip learning. The speed, programmability, and flexibility of the architecture enables the neurocomputer to efficiently perform feature extraction as well as classification.