Zoiper is primarily focused on VoIP communication, offering a range of calling features, while Zulip is a robust team collaboration tool that excels in messaging and organization of conversations. Both have their unique strengths, with Zoiper being better for voice communications and Zulip being more suited for team chat and project management.