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AI Agents for Confluence: Atlassian Rovo and Connected Agents

Atlassian ships Rovo into Confluence, so your wiki now has AI that answers questions from your pages, drafts and summarizes content, and searches across your Atlassian tools. The part worth understanding before you lean on it is the credit meter. Rovo comes with your Confluence plan, but each seat gets a small monthly pool of credits, and every agent or chat request spends 10 of them. A connected agent from the marketplace works across Confluence and the systems around it on a flat subscription with no per-request credit throttle, so it can run knowledge-heavy work at volume.

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Last updated July 2026

What it does

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model-agnostic scoped access human-in-the-loop
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In short

AI agents for Confluence are agents that answer questions from your wiki, draft and update pages, summarize spaces, and pull knowledge into the tools your team already uses. Atlassian builds this in as Rovo, which is included with paid Confluence plans (Standard about $5.42 per user a month, Premium about $10.44, Enterprise custom) and gives each seat a monthly credit pool (25 credits on Standard, 70 on Premium, 150 on Enterprise); Rovo Chat and Rovo Agent requests cost 10 credits each and Rovo Search is free. Third-party agents on Agentmarketplace connect through the Confluence API for a flat subscription from $29 a month, run knowledge and documentation work at volume without a per-request credit meter, sync answers into Slack, your help desk, and your CRM, and log every action.

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At a glance

Atlassian Rovo in Confluence (built-in) vs a connected third-party agent from the marketplace

What you are comparing Rovo in Confluence (built-in) Marketplace agent on Confluence
How you pay Included with paid Confluence, but on a per-seat credit pool Flat subscription from $29 a month
Usage limits 25 / 70 / 150 credits per seat a month; 10 credits per agent request No per-request credit meter
Deep work cost Deep Research is 100 credits per request Included on the flat rate
Where it works Inside Confluence and your Atlassian tools Across Confluence and Slack, help desk, CRM via the API
Answers delivered to The Atlassian surfaces Wherever your team works, with source citations
Where it wins Native search and drafting in the wiki High-volume Q&A and knowledge that crosses systems

The challenge

Rovo inside Confluence is a real upgrade for search and drafting, but the credit pool is smaller than it first looks. On the Standard plan each seat gets 25 credits a month, and because a single Rovo Chat or Rovo Agent request costs 10, that is roughly two agent interactions per user per month before the included pool is gone; Premium (70) and Enterprise (150) stretch further but still cap agent use per head. Deep Research requests cost 100 credits each, so one of those clears more than a Standard seat gets all month. Atlassian is not billing for overage yet and has promised 90 days notice and an opt-in before it does, but the ceiling is real and Rovo stays scoped to your Atlassian data. For a team that wants an agent answering from the wiki all day, or one that needs those answers pushed into Slack, the help desk, or the CRM, a flat-rate connected agent avoids the credit math entirely.

How Agentmarketplace handles it

Use Rovo for in-Confluence search, drafting, and quick answers, and add a connected agent for high-volume knowledge work and anything that crosses systems. The agent connects to Confluence through its API with scoped, revocable access, indexes the spaces you allow, and answers questions from your real pages with a citation back to the source. It drafts and updates documentation, keeps a knowledge base current, and, crucially, delivers those answers where your team actually works: in Slack, in the help desk reply, in the CRM note. Because it runs on a flat subscription rather than a credit pool, a heavy research week does not deplete an allowance or risk an overage. You control which spaces it can read and whether it can edit pages or only draft, and every action is logged.

What Rovo does in Confluence, and how the credits work

Rovo is Atlassian's AI layer, and in Confluence it answers questions using your pages, drafts and summarizes content, and searches across Confluence, Jira, and connected tools. Ask it where the onboarding runbook lives or to summarize a long space, and it responds from your actual wiki rather than the open web. For teams already standardized on Confluence, that in-context search and drafting is the headline benefit, and it comes bundled with the plan.

The mechanic to plan around is credits. Every licensed seat earns a monthly pool, 25 on Standard, 70 on Premium, 150 on Enterprise, and it resets each month with no rollover. Rovo Chat and Rovo Agent requests cost 10 credits each, Deep Research costs 100, and plain Rovo Search is free. Do the arithmetic on Standard: 25 credits is about two agent interactions per person per month before the included allowance runs out. Atlassian is not charging for overage as of mid-2026 and has committed to 90 days notice plus an explicit opt-in before it starts, so today heavy use is throttled by the pool rather than billed, but either way the pool caps how much agent work each seat can do. Rovo also stays inside your Atlassian data, which is exactly what you want for wiki search and exactly the limit when you need answers pushed elsewhere.

Connect through the Confluence API for high-volume, cross-system knowledge

A marketplace agent connects to Confluence through its API with scoped, revocable access and treats your wiki as a knowledge source it can use all day. It indexes the spaces you allow, answers questions from your real pages with a citation back to the source, drafts and updates documentation, and flags pages that have gone stale. The difference that matters for a busy team is where the answers land: the agent can deliver them in Slack, inside a help desk reply, or as a CRM note, so the knowledge in Confluence reaches the people who need it without anyone opening the wiki. And because it runs on a flat subscription, none of that spends a credit or risks an overage.

This is where a connected agent complements Rovo rather than replacing the wiki. Rovo is great for a person searching Confluence directly; the connected agent is built to answer from that knowledge at volume and route it across systems. Teams often pair it with enterprise search that finds any answer at work so the agent can draw on documents beyond Confluence, and with a connected AI agent for customer service so support replies are grounded in the same source of truth. If your team also runs on Jira, our AI agents for Jira page covers the same Rovo credit model on the tracker side.

Permissions, accuracy, and keeping the wiki trustworthy

A knowledge agent is only as good as the pages it reads and the permissions you set, so scope it deliberately. You choose which spaces the agent can index, and whether it can edit and publish pages or only draft changes for a person to approve. For anything customer-facing, keep the agent answering from approved spaces and citing the source page, so a reviewer can check where an answer came from. Restrict edit rights to the spaces a team truly owns, and let the agent propose rather than publish where accuracy matters most.

Every action the agent takes is logged, so you can see which page answered a question and what the agent changed. Every agent listed on the marketplace is reviewed and security-scanned before it goes live, and you can see exactly what it does and which permissions it needs before you connect it to a live Confluence instance. Compare the knowledge and support agents side by side in the AI agent store, and read how to vet an AI agent before you grant it access to your wiki.

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Frequently asked

AI agents for Confluence: your questions answered

Does Confluence have AI agents?

Yes. Atlassian builds AI into Confluence through Rovo, which answers questions from your pages, drafts and summarizes content, and searches across your Atlassian tools, and you can create Rovo Agents for specific jobs. Rovo is included with paid Confluence plans but runs on a per-seat credit pool (25 on Standard, 70 on Premium, 150 on Enterprise), and each agent or chat request costs 10 credits. For high-volume knowledge work and answers that need to reach Slack, your help desk, or CRM, third-party agents connect through the Confluence API on a flat subscription from $29 a month.

How much does AI in Confluence cost?

Rovo is included with paid Confluence plans at no separate license: Confluence Standard runs about $5.42 per user a month with 25 Rovo credits each, Premium about $10.44 with 70 credits, and Enterprise is custom-priced with 150 credits. Rovo Chat and Rovo Agent requests cost 10 credits each, Deep Research 100, and Rovo Search is free. As of mid-2026 Atlassian is not billing for usage above the included pool. A flat-rate third-party agent from $29 a month is a separate option that avoids the per-request credit meter.

How many Rovo credits do you get in Confluence?

Each licensed Confluence seat gets a monthly Rovo credit pool that resets with no rollover: 25 credits on Standard, 70 on Premium, and 150 on Enterprise. A Rovo Chat or Rovo Agent request costs 10 credits, so a Standard seat covers roughly two agent interactions a month, while Deep Research costs 100 credits per request. Rovo Search is free and does not draw from the pool. If your team needs agent answers all day, that pool is the main thing to plan around.

What is the best AI agent for Confluence?

The best AI agent for Confluence is the one that answers from your wiki accurately and delivers those answers where your team works. Use Rovo for in-Confluence search and drafting, and add a third-party agent when you need high-volume Q&A, source-cited answers pushed into Slack or the help desk, and no per-request credit meter. Browse knowledge and support agents by the job, check what the agent does and which tools it needs, confirm it cites the source page, and connect with scoped, read-first access to the spaces you choose.

Can an AI agent answer questions from our Confluence wiki?

Yes. A connected agent indexes the Confluence spaces you allow through the API and answers questions from your real pages, with a citation back to the source so a reader can verify it. You control which spaces it can read and whether it can edit pages or only draft changes. Because it runs on a flat subscription rather than a credit pool, it can answer all day without depleting an allowance, and it can deliver those answers in Slack, the help desk, or your CRM, not just inside Confluence.

Is Rovo enough or do I need a third-party agent?

It depends on volume and where the answers need to go. Rovo is enough when your team searches and drafts inside Confluence and the per-seat credit pool covers your usage. A third-party agent makes sense when you want answers at high volume, when the credit pool would run out, or when the knowledge needs to reach Slack, a help desk reply, or a CRM note. Many teams keep Rovo for in-wiki work and add a connected agent for the cross-system, high-volume knowledge jobs.

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