We are witnessing a transformation in molecule discovery thanks to advances in AI and machine learning, revolutionizing industries like pharmaceuticals, food, and agriculture. AI-designed small molecules are progressing through clinical trials, showcasing the power of generative algorithms. The food industry is leveraging AI to discover functional ingredients, while agriculture is seeing breakthroughs in identifying novel nitrification inhibitors.