This study aims to explore the impact of artificial intelligence (AI) on the accuracy and efficiency of scientific research, while focusing on the ethical challenges associated with it. It also seeks to assess the level of awareness of AI ethics among Algerian researchers and the adequacy of current policies in dealing with these challenges, such as issues of plagiarism, privacy violation, and biased results. This will provide a deeper understanding of the reality of scientific research in Algeria in light of rapid technological developments. An electronic questionnaire was used, targeting a group of Algerian researchers, reaching a sample size of 623 individuals. Through this questionnaire, we aimed to collect data that would enable us to provide recommendations to enhance the responsible and ethical use of AI tools while maintaining the integrity and reliability of scientific research. The study found that the respondents demonstrated varying levels of awareness of the ethical implications of using AI in their research, with a lack of adequate training and resources to help researchers deal with the ethical complexities of AI-based research. The study also confirms that current ethical policies and regulations in Algeria are insufficient to effectively address the challenges posed by AI. This calls for the establishment of a comprehensive legal framework in the near future and the updating of ethical guidelines to regulate the use of AI in academic research.