In Veterinary Forensic Medicine, determination of the degree of animal suffering is an essential element for the prosecution of perpetrators of animal abuse. The purpose of this study is to find a suitable immunohistochemical marker for the assessment of suffering to be routinely used in Veterinary Forensic Pathology, by analyzing the expression of Corticotropin-releasing factor (CRF) in formalin-fixed brains of dogs as a measurement of the agonic stress. CRF, a key peptide element in exogenous and endogenous stressors adaptation, can regulate endocrine-behavioral responses to stress stimulating pituitary ACTH release and consequent adrenal secretion of glucocorticoids. Since CRF acts in days or weeks, this study investigates its role as a potential distinctive marker between sudden death and death associated with a longer agonic period. The study used immunohistochemistry (IHC) to evaluate the CRF expression in the brain of dogs that suffered sudden death, as compared to dogs that died after long-term agonic stress. IHC labelling analysis was performed with machine-learning-based software and the results were statistically evaluated. Our results demonstrate for the first time that CRF is a promising marker of stress in abused patients also in Veterinary Medicine.