The practice of converting spoken words into text by the system is referred as speech recognition. Speech recognition is one of the prominent biometric technique. The research paper is intended to develop a speech recognition system with GUI interface. The interface developed is able to hear and record the user speech without the need of microphone. The recorded speech undergoes the noise removal process via cross correlation method. The processed speech is then added to the database. The given input is then compared against the speech files in the database and appropriate results are generated.