Methods and systems are disclosed for measuring and quantifying inner speech production. The methods and systems present an instruction to a user to produce inner speech and collect electromyograph (EMG) data corresponding to the inner speech. The methods and systems process the EMG data by a machine learning model to generate a prediction comprising a word or phrase corresponding to the inner speech and concurrently generate an evaluation of inner speech production and detection.