Notezilla is primarily a note-taking application with a focus on organization and ease of use, while Scrible is designed for research and annotation, emphasizing collaboration and powerful tools for web content. Notezilla's strengths lie in its user-friendly interface and cross-platform capabilities, whereas Scrible excels in its annotation features and integration with research workflows.