Performance Evaluation provides details to all the stake holders and supports the life of the organization. There are various measures and magnitudes to understand and measure the current status ad predicts the future. Research on the applications of Financial ratios have been widely explored in terms of statistical applications. This study explores and applies Artificial intelligence (AI) in predicting by means of Artificial Neural Networks, Support Vector Regression, and linear regression. Investigates to support the technicalities with the decision support system architecture. The research methodology mainly consists of four steps broadly aligning with the knowledge discovery process in artificial intelligence. In addition, the paper directs future research towards artificial intelligence applications in predictive analytics, accounting and finance fields.