Atlassian introduces visual AI features and third-party agents in Confluence

Atlassian announced a new set of AI-powered features and integrations on Wednesday, focusing on transforming data into visual assets and enabling deeper functionality within its collaboration platform, Confluence.

One of the key highlights is the launch of Remix, a visual AI tool now available in open beta. Remix allows organisations to convert data and information stored in Confluence into visual formats, such as charts and graphics. The tool is designed to automatically determine the most suitable format for the content and generate visuals without requiring users to switch to other applications or software.

In addition to Remix, Atlassian introduced three new third-party agents that operate within Confluence using model context protocols (MCPs). These agents are designed to extend the platform’s capabilities by connecting it to external tools and services.

One of the agents integrates Confluence with Lovable, enabling users to transform product ideas and stored data into working prototypes. Another connects to Replit, allowing teams to turn technical documentation into starter applications. The third agent works with Gamma to create presentations, including slides and supporting materials, directly from Confluence content.

According to Sanchan Saxena, senior vice president of teamwork collaboration at Atlassian, the goal is to make a single Confluence page a central starting point for multiple outputs. This could include generating a clear narrative for leadership, building prototypes for developers, or creating walkthroughs for customers — all derived from the same underlying information.

The announcement reflects Atlassian’s broader strategy of embedding AI capabilities directly into the tools that teams already use, rather than requiring users to adopt entirely new platforms. Earlier this year, the company introduced AI agents into its product management software Jira as part of this approach.

This direction aligns with a wider industry shift toward integrating AI into existing workflows. Companies are increasingly focusing on enhancing existing software environments rather than launching standalone AI products. For example, Salesforce initially introduced a dedicated AI agent platform called Agentforce in 2024, but has since incorporated many of its AI features into its existing ecosystem, including upgrades that turned the chatbot in Slack into an AI-driven assistant.

Similarly, OpenAI has been advancing this approach through its Frontier Alliances initiative, partnering with consulting firms to integrate AI technologies into clients’ existing systems and workflows rather than focusing solely on standalone offerings.

The overarching goal behind these developments, as emphasised by Atlassian, is to make technology less intrusive and more supportive, allowing users to focus on their work. At the same time, AI handles the complexity in the background.