The present invention introduces a system and method for automatically optimizing recognition configuration parameters for speech recognition systems. In one embodiment, a method comprises receiving an utterance at a speech recognizer, wherein the speech recognizer has a learning mode. The speech recognizer is run in a learning mode to automatically generate tuned configuration parameters. Subsequent utterances are recognized with the tuned configuration parameters to generate future recognition results.