The albumin-bilirubin (ALBI) score is a useful prognostic marker that predicts mortality in patients suffering from terminal diseases. Recently, it has been reported that ALBI score is a predictor of non-malignant liver diseases. The cutoff point of the ALBI score that distinguishes hepatocellular carcinoma from non-malignant liver disease is still not identified. Therefore, the ALBI score is a sensitive rather than a specific predictor of the poor outcomes of liver diseases. There are many hematological indices and ratios that are utilized as prognostic biomarkers. Among these biomarkers are the neutrophil-to-lymphocyte ratio, platelet-to-lymphocyte ratio (PLR), and platelet-hemoglobin ratio (PHR), which are useful discriminating prognostic biomarkers for liver diseases, e.g., hepatocellular carcinoma, hepatitis, liver fibrosis, etc. There is evidence that PLR and PHR are prognostic biomarkers that predict the poor outcomes of diseases. Therefore, concomitant measurements of ALBI score and PHR or ALBI score and PLR will improve the predictive value that can differentiate hepatocellular carcinoma from non-malignant diseases.