Tox is a decentralized, open-source messaging application that emphasizes privacy and security with a wide range of features suitable for tech-savvy users, while Bleep offers a more user-friendly experience with a focus on ease of use and simplicity, making it more accessible for general users. Both applications support encrypted communications but cater to different audiences and use cases.