Atlassian launches visual AI tools and third-party agents in Confluence.

Software giant Atlassian on Wednesday announced new AI tools and agents focused on turning data into visual assets and applications.

This includes the release of Remix, a visual tool in open beta. Remix allows businesses to turn data and information stored in Confluence, Atlassian’s content collaboration software, into assets including charts and graphics.

Remix recommends the best visual format for the data or information at hand and creates these visual assets without the user having to open any other applications or software.

The company also announced three new third-party agents that run within Confluence using Model Context Protocol (MCP).

One agent connects Confluence users to mood coding darlings Lovable to turn product ideas and data into working prototypes. Another agent connects to the app builder software Replit, allowing users to convert technical documents into startup apps. The third agent works with Gamma, an AI presentation builder, to create slides and other presentation materials.

“With Remix and Agents in Confluence, you have a starting point for the next step: clear stories for leaders, prototypes for builders, and guidance for customers, all from the same source,” Sanchan Saxena, senior vice president of Teamwork Collaboration at Atlassian, wrote in a blog post announcing the feature. “Removing this friction allows teams to do more than manage documents to create the next generation of products and experiences.”

The new tool is Atlassian’s latest effort to integrate AI agents and tools directly into apps that workers are already using, rather than launching a new software platform. Last February, the company added AI agents to its product management software Jira.

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This follows a trend across the enterprise industry to embed AI tools and agents directly into existing workflows rather than launching separate AI-based software. Salesforce was one of the first companies to launch a separate AI agent management platform, Agentforce, in 2024, but has since rolled out many AI innovations through its existing software, such as a recent upgrade that turned messaging service Slack’s chatbots into AI agents.

OpenAI is also leaning into this movement with its recent Frontier Alliances initiative. OpenAI has partnered with four leading consultant firms to sell ChatGPT Enterprise subscriptions, but instead tasks consultants with embedding OpenAI’s technology into customers’ existing technology stacks and workflows.

“Technology needs to take a backseat so people can focus on their best work,” Saxena wrote in a company blog post.