Disease surveillance and a well-concerted pandemic outbreak plan have taken on greater importance within the broader realm of global health today. Artificial Intelligence (AI) is transforming this through increasingly precise and large-scale screenings, allowing to increase chances of recovery by making best use of resources. Powerful AI-based solutions, such as machine learning algorithms, can process vast amounts of data swiftly to recognize symptoms from patient records and estimate how the disease is going to spread so health authorities take corrective action in time. AI can also predict where infections will be higher this enables you to target vaccine campaigns and get vaccines distributed, ensuring an equitable distribution of said resources. This chapter focuses on the AI solutions can be used to speed up the vaccine research process by knocking out complex biological data faster than conventional methods.