Your team’s best ideas are trapped in the wrong format. AI just fixed that.

Introducing Remix with Rovo and partner agents in Confluence — a new way to instantly transform Confluence pages into charts, prototypes, presentations, and apps

The last mile of knowledge

Something strange happened over the past decade of work. Teams got incredibly good at creating knowledge — documenting decisions, capturing meeting notes, writing specs. But all that effort exposed a different problem: most of that knowledge never reaches the people who need it, in a format they can actually use.

Confluence pages with 1 or more visual element are 18% more likely to be read by a wider audience.

This isn’t a search problem. It isn’t an access problem. It’s a format problem. The knowledge exists. It’s just stuck in a form that doesn’t match how the next person needs to consume it. This means manual work: copying from docs into slides, reformatting for different audiences, and losing context, repackaging existing knowledge instead of creating new.

We’re introducing two new experiences to close that gap to change how teams get value from work they’ve already created. Remix with Rovo transforms content on any Confluence page into new formats like charts, infographics, and other visuals. Pre-built third party partner agents for Lovable, Replit, and Gamma, turn Confluence content into working prototypes, starter apps, and presentations in those tools without manual copy-pasting or custom integrations.

What’s available today

Remix with Rovo starts rolling out today in open beta for Confluence Cloud customers with Rovo. At launch, Remix supports — data visualizations, infographics, diagrams, and charts — with more formats coming soon.

Out-of-the-box partner agents for Lovable, Replit, and Gamma are in open beta and start rolling out next week. Admins can enable partner agents in Atlassian Administration under Connected Apps, with no custom agent creation or scripting required.

Introducing Remix with Rovo

Confluence has always been where teams go to create and share knowledge. With Remix, it becomes something more: an adaptive workspace — one where the content itself reshapes to meet the reader, not the other way around.

Select any content on a Confluence page and instantly transform it into a visual format optimized for how someone needs to consume it.

A data-heavy section becomes a chart. A process description becomes an infographic. A long-form analysis becomes a visual summary. No copy-pasting, no switching tools, no reformatting. Just the boost in understanding that comes from nailing the format.

Confluence pages with 1 or more visual element are 18% more likely to be read by a wider audience.

Three things make Remix with Rovo fundamentally different from what’s come before:

1. It’s non-destructive. Remix never overwrites your page. Every remix is an extra layer on top of the source, which stays intact as the canonical version — so you get new ways to view the content without creating copies that go stale.
2. It’s opinionated. Remix gives you ready-made format options or a freeform prompt if you already know what you want. Pick a preset (like a chart for numbers or an infographic for a flow), or describe the output in your own words. In both cases, it analyzes the content to propose a strong first version you can tweak.
3. It’s embedded, not separate. Remix views are created and live right on the page. Instead of sending people to a separate deck, report, or tool, the most digestible version of the content sits where they already are. Anyone visiting a Confluence page can turn the source into the version that’s easiest for them to scan, compare, and act on.

When the right format lives in a different tool

Sometimes the next step isn’t a better chart — it’s a working prototype. A starter app.

That’s why we’re also launching out-of-the-box partner agents in Confluence, starting with Lovable, Replit, and Gamma, built on Rovo and powered by MCP.

From any Confluence page, invoke a partner agent that carries your content (and context) into a native output in that partner’s tool using Rovo Chat. A product spec becomes a real Lovable application our designer can interact with in minutes. A technical doc becomes a Replit starter app your engineer can fork and extend. Meeting notes become a Gamma presentation your team lead can walk into a room with.

And Rovo Skills keep that output linked back to the source page it came from. That linkage runs through the Teamwork Graph, the same layer of work relationships and context, built from over 100 billion data points across Atlassian, that powers agents in Jira and MCP skills for Rovo. When a partner agent carries your content into Lovable or Replit, it doesn’t just carry the text. It carries the context: who created it, what project it belongs to, what decisions it connects to.

Enable a partner’s MCP server once and within minutes, teams get a ready-to-use agent in their Rovo directory, pre-configured by the partner, inheriting the permissions and context of your workspace. And because everything routes back through Confluence, work created in an external tool doesn’t disappear into that tool’s silo. It stays anchored to your source of truth.

And these partner agents are just the beginning.

Go further with MCP skills in Rovo

The same foundation that’s powering these Partner agents – MCP – also lets you bring in tools beyond the ones we’ve launched with today.

MCP lets any tool connect to Confluence as an AI-aware service. Today that includes Lovable, Replit, and Gamma. But the protocol is open, the server is documented, and any partner can build an agent that works with the knowledge your team already has in Confluence, without waiting for us to build a bespoke integration.

To discover MCP‑compatible skills from your favorite apps, and use them with Rovo across Confluence, Jira, and more, visit our gallery of MCP servers and start connecting them to your work today.

A different bet about AI in the enterprise

This is the second chapter of a platform shift we started in February. Agents in Jira showed what happens when AI joins your team inside the tool where work gets tracked. Today, Remix and partner agents show what happens when AI joins your team inside the tool where knowledge lives. Together, they mark a turn from AI that helps individuals produce faster to AI that helps teams deliver to each other — across tools, across formats, across the last mile.

Because the last mile of knowledge isn’t about writing more. It’s about delivering better.

See what that looks like in practice

Check out our new digital series, Rovo at Work, to see product demos and real-world examples of how Atlassian teams use Remix, Rovo Skills, and Rovo Dev in Jira to transform how they get work done and deliver better outcomes.

The post Your team’s best ideas are trapped in the wrong format. AI just fixed that. appeared first on Work Life by Atlassian.

View the full article