Wolfram Alpha is a computational knowledge engine that excels in providing quick answers to queries using natural language processing, while GNU Octave is an open-source programming language primarily focused on numerical computations and data analysis. Wolfram Alpha is ideal for users looking for immediate answers and data exploration, whereas GNU Octave is better suited for users needing extensive programming capabilities and flexibility.