online shopping and leisure activities.Understanding the Importance of AI 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. Artificial intelligence greatly