Remix will recommend which visual format makes the most sense for the data or information at hand and create these visual assets without requiring the users to open another application or software.

The company also announced three new third-party agents that run within Confluence using model context protocols (MCPs).

One agent connects Confluence users to the vibe-coding darling Lovable to turn product ideas and data into working prototypes. Another agent connects to app builder software Replit and allows users to convert technical documents into starter apps. The third agent works with AI presentation builder Gamma to build slides and other presentation materials.

“With Remix and agents in Confluence, a single page becomes the starting point for whatever comes next: a clear story for leaders, a prototype for builders, or a walkthrough for customers, all from the same source of truth,” Sanchan Saxena, senior vice president of teamwork collaboration at Atlassian, wrote in a blog post announcing the features. “When you remove that friction, teams do more than manage documents; they create the next generation of products and experiences.”