We evaluated REACT-UTI, a 72 h composite combining C-reactive protein (CRP) clearance ≥35%, defervescence (temperature < 37.5 °C), and ≥2-point symptom improvement, to predict early non-response and hospital length of stay (LOS), and we assessed modifiable processes of care. This evidence concerns the gene CRP and bacterial urinary tract infection.