Clubhouse’s Future Depends On Data - How To Build A TikTok Like Algorithm The future of Clubhouse depends on Data. Today's Twitter like curation is not a good user experience. Clubhouse will need product and design choices that allow a TikTok like recommendation engine to help users find content and enable engagement.