This study examines EEG changes in patients with Alzheimer's Disease (AD), Mild Cognitive Impairment (MCI), and healthy controls to identify potential biomarkers for early diagnosis. A total of 25 subjects underwent EEG testing, revealing significant variations in spectral powers, particularly in the theta and alpha bands. The findings suggest that EEG could be a promising tool for detecting AD in its pre-clinical stage, pending further validation with a larger sample size.