When users hear that they can speak to their computers, they instantly think of Star Trek and 2001: A Space Odyssey, expecting that the computer will correctly transcribe every word that they speak, understand it, and then act upon it in an intelligent manner.
You should convey as clearly as possible exactly what an application can and cannot do and emphasize that the user should speak clearly, using words the application understands.