Atlassian has announced new AI capabilities for Confluence aimed at converting written content into visual formats such as charts, infographics and presentation-ready summaries. The update includes a feature called Remix, which the company said is now in open beta, and pre-built third-party “partner agents” designed to move Confluence content into external tools while preserving context.
According to Atlassian, Remix enables users to select content from a Confluence page—ranging from a paragraph to an entire document—and generate visual outputs including charts, infographics, scorecards and summary cards. The company said the visuals are “layered” over the original content and linked back to the source page, positioning Confluence as a single reference point rather than requiring exports or separate tools.
Atlassian also said Remix includes recommendations powered by its Teamwork Graph, which suggests an appropriate visual format based on the content type and organisational usage patterns. At launch, Atlassian said Confluence will support data visualisations, infographics, scorecards and charts, with additional formats planned.
In addition to Remix, Atlassian announced pre-built partner agents for Lovable, Replit and Gamma. The company said these agents can convert Confluence pages into artefacts within those tools, such as UI prototypes, starter applications and presentations, without manual copy-and-paste or custom integrations.
“Technology should fade into the background and let people focus on their best work,” said Sanchan Saxena, SVP, Head of Product, Teamwork Collection, Atlassian.
“With Remix and partner 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.
“As content flows effortlessly into tools like Lovable, Replit, and Gamma, the distance between an idea and a real outcome gets smaller. When you remove that friction, teams do more than manage documents; they create the next generation of products and experiences.”
Atlassian said the third-party agents are pre-built on MCP (Model Context Protocol) and will connect Confluence directly to partner tools beginning April 13. The company said each agent is launched from Confluence, reads page content and metadata, and transfers context into the partner tool, with the resulting artefact linking back to the original page.
Setup “requires no custom scripting”, Atlassian said, with an administrator enabling a partner’s MCP server in Atlassian Administration so that the agent appears in the team’s Rovo directory. Atlassian said the Lovable, Replit and Gamma agents are the first three partner agents available in Confluence, with additional partners planned.
