This report provides an analysis of smoking cessation within the context of community health promotion, examining various health behavior theories such as the social cognitive theory, the trans-theoretical model, and the theory of planned behavior. It highlights the global rates of tobacco use, particularly focusing on the UK, where smoking remains a leading preventable cause of illness and premature death. The report evaluates different approaches to smoking cessation, including primary, secondary, and tertiary prevention, and discusses the ethical considerations involved in implementing smoking cessation programs within communities like the Borough of Bromley in London. Ultimately, it emphasizes the importance of health promotion in preventing and stopping cigarette use, while acknowledging the role of model operationalization in ensuring effective decision-making in AI-driven healthcare initiatives.