online shopping and leisure activities.The Role of Artificial Intelligence in PersonalizationArtificial intelligence significantly contributes to improving customization within adaptive recommendation frameworks. By processing extensive data, AI algorithms can detect patterns and trends that guide user choices. AI significantly augments pers