LyX is a desktop-based document processor that emphasizes WYSIWYG editing and ease of use with LaTeX, making it suitable for academic writing. Overleaf, on the other hand, is a cloud-based platform that excels in collaboration and real-time editing, making it ideal for teams working on LaTeX documents.