Food is fuel of our body able to perform work physically. Nowadays, People want to maintain their healthy diet and away from the obesity, so it increases the need of the nutrition analyzer tools enable to easily extract the nutrient content. A healthy diet has been a concern for many health conventions. We have proposed a system of healthy food consumption. The main objective is to build a model used to classify fruit images based on different characteristics like texture, shape, color etc. Using AI Driven Analysis of fruits to determine their nutritional content. The Model analyses the image using CNN and detect the nutrition such as calorie, sugar, fiber, protein etc. Recent developments in smart phones application have made it possible to develop an efficient and more convenient solution of automatic dietary assessment. These tools enable more opportunities to help people understand the daily eating habits, exploring nutrition patterns and maintain a healthy diet.