AI in Jira and Confluence: What Changes for Your Business

Agentic automations on Rovo, Atlassian's AI engine built into Jira and Confluence, have grown 7x in six months. If your company already uses these tools, AI is already inside: the question is whether you're really using it.

Is it really worth integrating AI into Jira and Confluence for your business?

If your company already uses Jira or Confluence on a paid Cloud plan, AI is already included in the price: the question isn't whether to spend, but whether it's worth setting up. If you don't use these tools yet, the evaluation is more nuanced.

Your situation Is it worth it? why
You already use Jira/Confluence on a paid Cloud plan Yes Rovo AI is included at no additional cost: just activate and configure it
You use Jira/Confluence on-premise or the Server version No, for now Rovo and the OpenAI integration are only available on Cloud
You don't use Atlassian but you're looking for a PM tool with AI Currency Compare alternatives: the Atlassian ecosystem is mature, but it's not the only option
You have distributed teams with a lot of documentation in Confluence Yes Rovo Search and AI agents cut the time wasted looking for information
You have fewer than 10 people and simple processes Currency The gain is real but needs setup time: start with a small use case
Decision table: when it makes sense to activate AI in Jira and Confluence.

What did Atlassian and OpenAI announce, and what does it mean in practice?

Atlassian and OpenAI have expanded their partnership to connect OpenAI's AI models, the ones behind ChatGPT, with the company knowledge held in Jira and Confluence, so teams can plan, build and deliver work faster.

At the heart of the deal is the Atlassian Rovo MCP connector (Model Context Protocol, a protocol that lets an AI model read and act on external systems). Available since December 2025 and stable since February 2026, it brings the context of Jira, Confluence and Compass directly into ChatGPT. You can create a Jira task, start a workflow or search for a document without leaving the chat.

Put simply: instead of jumping from one tool to another, the AI reads your project, understands the context and takes action. It's not a generic chatbot: it knows your tickets, your deadlines, your documentation.

Feature What it does Who benefits most
Rovo Search Searches Jira, Confluence and connected apps using natural language Teams with a lot of scattered documentation
Rovo Agents AI agents that carry out repetitive tasks on their own (e.g., updating statuses, assigning tickets) Project managers and development teams
MCP connector for ChatGPT Creates issues and starts Jira workflows directly from ChatGPT People who already use ChatGPT as a daily work tool
AI in Jira Service Management Suggests replies, classifies requests, reduces ticket handling time IT departments, internal customer service
The main features of the Atlassian-OpenAI integration and the teams that benefit most.

What changes in practice for people who manage projects in a company?

The most tangible change is less time spent on coordination tasks: updating statuses, searching for documents, routing requests. These tasks can be delegated to AI agents, freeing the team for work that requires judgment.

  1. 1 · Project managerAssisted planningAsks the AI to create a sprint plan from a natural-language description. The AI reads the open tickets and suggests priorities.
  2. 2 · Development teamAutomatic status updatesRovo agents update ticket status when they detect that a task is complete, so developers don't have to do it manually.
  3. 3 · IT department / Service deskTicket classification and repliesThe AI classifies incoming requests, suggests replies based on Confluence documentation and cuts handling times.
  4. 4 · Knowledge managerDocumentation searchRovo Search answers natural-language questions by searching all connected Confluence documents, even ones from years ago.
  5. 5 · Manager / LeadershipAutomatic reports and summariesThe AI produces project status summaries and highlights delays and blockers, so nobody has to write reports by hand.
How the workflow changes with Rovo and the OpenAI integration: the roles involved.
Desk with an open laptop showing a Jira project management dashboard, colorful sticky notes with tasks, AI integration for process automation
AI in Jira cuts the time spent on manual updates and coordination. AI-generated image for illustrative purposes.

Three real-world scenarios: how much can an Italian company gain?

The gain depends on how many people use Jira and Confluence, and how much time they currently spend on repetitive coordination tasks. Here are three illustrative scenarios.

Illustrative examples: numbers are meant to show the reasoning, they are not real customer data.

Company type Current situation What changes with Rovo AI Estimated weekly time savings
E-commerce (20 people, product + IT team) The PM manually updates statuses and writes a report every Friday: 3 hours/week Rovo generates the report and updates statuses automatically ~2.5 hours/week for the PM
Professional firm (10 people, Confluence as a wiki) Team members search documents for procedures: 30 min/person/day Rovo Search answers in natural language, finding the right document in seconds ~1 hour/person/day
Manufacturing company (50 people, Jira Service Management for internal IT) IT manually sorts 40 tickets/week and answers questions that are already documented AI classifies and answers standard tickets, while IT handles only the complex cases ~5 hours/week for the IT team
Illustrative scenarios: the numbers show how the calculation works and are not data from real clients.

How much does it cost, and what's already included in the plan you pay for?

Rovo is included at no extra cost in all paid Atlassian Cloud plans (Standard, Premium and Enterprise) for Jira, Confluence and Jira Service Management, starting April 2025.

Here's what many companies don't realize: if you already pay for an Atlassian Cloud plan, you're already paying for AI. You don't need to approve a new budget or run a tender. You just need to turn on Rovo and set it up.

According to Atlassian, after Rovo was included in Cloud plans, AI usage across its customer base has more than doubled. The signal is clear: companies that discover it use it.

Atlassian Cloud plan Rovo included? MCP connector for ChatGPT Notes
Free No, for now No, for now Basic features only, no AI
Standard Yes Yes Rovo Search and basic agents included
Premium Yes Yes Advanced automation features
Enterprise Yes Yes Additional governance and security controls
Rovo AI has been included in paid Atlassian Cloud plans since April 2025. Source: Atlassian.

What risks and rules do you need to manage before turning on AI for your projects?

There are three main risks: the quality of the data the AI works with, access governance, and GDPR compliance for employee and customer data.

AI is only as good as the data it finds. If Confluence is full of outdated documents or Jira has poorly structured tickets, Rovo will give inaccurate answers. Before turning on any agent, it's worth spending an hour cleaning up your most-used documentation.

On privacy, data moving between Atlassian and OpenAI is subject to the policies of both companies. If you handle sensitive data (healthcare, legal, finance), you need to check where the data is processed and whether your existing contracts cover this flow. Atlassian offers data residency options in Europe for Enterprise plans.

To learn more about governing AI agents in your company, the article on autonomous AI agents and team structure offers a useful look at oversight risks.

Risk Probability How to mitigate
Outdated documentation that leads to wrong answers High Run a quick Confluence audit before activation: archive documents that aren't up to date
Uncontrolled access to AI agents Medium Set permissions by role: not everyone should be able to launch automations
Sensitive data exposed to external models Medium Check Atlassian's data residency policies and OpenAI's terms for your plan
Over-reliance on AI for critical decisions Low Keep human review for decisions that affect customers or budget
Main risks of adopting Rovo AI and how to manage them.

Why is everyone talking about it now, and is the Italian market ready?

AI adoption among Italian businesses has grown fast, but it's still below the European average: there's a window of advantage for those who move today.

16,4%Italian businesses using AI in 2025 (up from 5% in 2023)Istat, Dec. 2025
20%EU average of businesses using AI in 2025Eurostat, Dec. 2025
62%Large Italian companies with at least one process automation technologyOsservatori Polimi, Mar. 2026
8%Share with large-scale adoption and a strategic visionOsservatori Polimi, Mar. 2026

Istat data published in December 2025 show a sharp acceleration: adoption has tripled in two years. But the figure that matters most for decision-makers comes from the Politecnico di Milano: 62% of large companies already use automation, yet only 8% have a strategic vision. Most switched the tool on without a plan. That's the real risk.

The picture is similar across Europe: according to Eurostat, 20% of EU businesses used AI technologies in 2025, with large companies at 55% and small ones at 17%. The gap between those with a strategy and those without is set to widen.

Team in an open-plan office with monitors showing workflows and AI automation data for project management with Atlassian Rovo
Rovo AI automates repetitive processes, giving your team time back for strategic work. AI-generated image for illustrative purposes.

How do you get started: the steps to activate Rovo AI in your company

The most effective path starts with a small, measurable use case, not a company-wide rollout. Here are the steps, in order.

  1. 1 · IT lead or PMCheck your active Cloud planCheck whether your Atlassian plan is Standard, Premium or Enterprise on Cloud. If so, Rovo is already included: go to the admin settings and turn on Rovo.
  2. 2 · IT leadRun a quick Confluence auditIdentify the 10-20 most-viewed pages. Update them or archive the outdated ones: Rovo Search is only as good as the documents it finds.
  3. 3 · PM or team leadChoose a pilot use caseStart with a repetitive, measurable process: IT ticket classification, sprint status updates, or documentation search. Measure the time before and after.
  4. 4 · IT leadSet up the MCP connector for ChatGPTIf your team already uses ChatGPT, turn on the Atlassian Rovo MCP connector by following the instructions in the <a href=’https://help.openai.com/en/articles/11391654-chatgpt-business-release-notes’ target=’_blank’ rel=’noopener noreferrer’>ChatGPT Business release notes</a>. It lets you create Jira issues straight from the chat.
  5. 5 · ManagementDefine your governance rulesDecide who can turn on automations, what data the AI can process, and how agent output is reviewed. Put the rules in writing before you scale.
Recommended path to activate Rovo AI: from checking your plan to governance.

What are the most common mistakes when turning on AI for projects?

The most frequent mistakes aren't technical: they're about method. Companies turn on the tool without defining what they want to measure and without preparing the data the AI has to work with.

  • Turning everything on at once. Switching on all Rovo agents without a controlled pilot creates confusion and pushback in the team. Start with a single process.
  • Not cleaning up Confluence first. If your documentation is a mess, Rovo Search returns inaccurate answers. AI amplifies the quality of the data it finds, good or bad.
  • Not measuring the “before.” If you don't know how much time a process costs today, you can't prove the value of AI afterward. Measure before you activate.
  • Ignoring team training. AI agents change the way people work. Without basic training, the team keeps doing things the old way and the tool goes unused. The topic of managing AI tools in enterprise workspaces also offers useful guidance for the internal adoption phase.
  • Confusing the tool with the strategy. Rovo is a means, not a plan. As the analysis of enterprise AI agents for customer service points out, value comes when AI is built into a redesigned process, not layered on top of an old one.

How do you know if AI in Jira and Confluence is really working?

Three indicators are enough to tell whether the time you invested in setup is producing concrete results.

Indicator How to measure it Positive signal
Average response time to IT tickets Compare the average time before and after you turn on Rovo in Jira Service Management A reduction of 20% or more in the first 4 weeks
Rovo Search usage Check Rovo analytics: how many searches per day, how many active users Steady growth over the first 8 weeks: your team is using it
Time spent on manual updates Ask your PM to track the time spent updating statuses and writing reports for 2 weeks before and 2 weeks after A reduction of at least 1 hour/week per person
Confluence documentation quality Measure the number of pages updated in the last 90 days before and after activation An increase: AI encourages the team to keep documents up to date
MCP connector adoption How many users have connected ChatGPT to Jira and use it at least 3 times a week More than 50% of the tech team within 60 days
Indicators for measuring how effective Rovo AI is in the first weeks of adoption.

So, is it worth it for your company?

Worth it if you already use Jira or Confluence on a paid Cloud plan: Rovo is already included, the marginal cost is zero, and the potential savings on repetitive tasks are real. Start with a 2-week pilot.

Somewhere in between if you're evaluating Atlassian as a new project management tool: treat the AI ecosystem as a plus, but don't choose the platform for that reason alone. First, assess whether your team will actually adopt Jira and Confluence in their daily workflow.

Not yet if you have small teams with simple processes and no structured documentation: in the short term, setup time outweighs the benefit. Wait until you have at least 10 people and a Confluence with real content.

How do we see it at SHM?

For us, the Atlassian-OpenAI integration is an example of how AI should enter a company: not as a new tool to buy, but as a layer of intelligence added to the tools you already use. We believe AI should be integrated to free people from routine work — updating statuses, searching for documents, sorting tickets — and give back time for work that calls for human judgment.

We've worked with companies whose Confluence was full of valuable documentation that nobody could access: no one could find it, no one updated it. When you structure your information architecture before turning on any AI, results are far better. The tool amplifies what's already there: if the foundation is solid, it works. If it's chaotic, it creates chaos faster.

If you're evaluating how to bring AI into your business processes, the starting point is understanding which processes really cost you time today. From there, you build a plan. You can explore our approach to strategic AI integration, process automation training or data processing and business intelligence. If you'd like to talk it through directly, you can also write to us.

For a broader picture of how AI agents are changing team structures, read our analysis of autonomous AI agents and organizational models and follow the AI and process automation cluster for updates.

Frequently Asked Questions

The tool is already in the plan you pay for: the real work is deciding which process you want to stop doing by hand.

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