This document discusses a study on factors influencing indoor patient satisfaction with healthcare services at small and medium-sized multi-specialty hospitals in Tiruchirappalli, India. The study examined patient satisfaction across four dimensions: healthcare services, supportive services, auxiliary services, and peripheral services. Adequate ward arrangements had the highest average patient satisfaction score. Statistical analysis found significant associations between overall patient satisfaction and all measured healthcare service factors. A neural network model with 7 input layers, 20 covariates layers, 1 hidden layer, and 1 output layer accurately modeled patient satisfaction based on socio-demographic and service quality factors.