Abstract: Systems and methods for detection of human fat metabolism byproducts and analysis of the detection for optimizing dietary results. The present invention includes a compact opto-electronic based sensor to significantly increase (factor of 20 or more) the accuracy and minimal detection limits for a standard ketone test strip.