Self-Hosted Atlassian Rovo Alternative
Rovo is Atlassian’s AI layer for Jira, Confluence and Jira Service Management: search across Atlassian and third-party apps, chat grounded in the Teamwork Graph, and agents built in Studio that can also be triggered from automation rules. It is included in Atlassian Cloud Standard, Premium and Enterprise plans with a monthly credit allowance per user, pooled across the organisation, and extra usage billed per credit. Data Center customers get limited access through connectors that index Jira and Confluence Data Center content into the Teamwork Graph in Atlassian Cloud; the full feature set needs a Cloud plan (verified October 2026).
Why enterprises look beyond Atlassian Rovo
For Atlassian customers the Rovo question is tied to a bigger one. Atlassian stopped selling Data Center subscriptions to new customers on 30 March 2026, existing customers can expand only until 30 March 2028, and Jira, Confluence and Jira Service Management Data Center become read-only after 28 March 2029. Atlassian presents Rovo as one of the things Cloud gives you. Teams that kept Data Center for data-control reasons are now asking whether AI over their work has to come from Atlassian’s cloud, or whether an assistant and agents they host themselves can do the job while the hosting decision runs its own course.
AI processing on Atlassian’s side
With Rovo, prompts, indexed content and agent actions are handled in Atlassian Cloud, and Data Center pages and issues must be indexed there before Rovo can use them. Teams that kept Jira and Confluence on their own servers for control reasons give that control up for anything Rovo touches.
Metered credits
Each Rovo interaction draws on a credit allowance pooled across the organisation, and usage beyond it is billed per credit. Heavy agent use, especially agents fired by automation rules, turns AI into a variable line item. A seat-licensed platform on your own GPUs keeps the licence cost fixed for the year.
Models and controls set by Atlassian
Atlassian decides which models sit behind Rovo and which controls surround them. Teams that need a particular open-weight model, a local-only mode for sensitive projects, or agent logs they can stream into their own SIEM have to work within whatever Atlassian exposes.
When Atlassian Rovo is the right choice
An honest alternative page tells you when not to migrate. Stay with Atlassian Rovo when:
- You are moving Jira and Confluence to Atlassian Cloud anyway, and AI built into every Atlassian screen with no separate Rovo purchase is the simplest option.
- Your agents mostly act inside Atlassian, such as triaging Jira Service Management requests or drafting Confluence pages from automation rules.
- The pooled credit allowance in your plan comfortably covers expected usage.
- You are a US government team and Atlassian Government Cloud, which Atlassian describes as FedRAMP Moderate authorized, fits your authorization path.
Atlassian Rovo → VDF AI, capability by capability
| Capability | Atlassian Rovo | VDF AI (self-hosted) |
|---|---|---|
| Where it runs | Atlassian Cloud only; Data Center content indexed into the cloud through connectors | Your own servers, a private cloud you control, or an air-gapped network |
| Jira and Confluence access | Native in every Atlassian Cloud app; connectors for Jira and Confluence Data Center | Native connectors for Jira and Confluence Cloud sites via Atlassian account sign-in; no packaged Data Center connector |
| Other sources | Rovo connectors for third-party apps such as Google Drive, SharePoint and Slack | GitHub, SharePoint Online, Google Drive and Slack connectors, plus databases and internal APIs |
| Agents | Rovo agents built in Studio, run from chat or automation rules | Governed agents and multi-agent workflows with tool permissions and human approval gates |
| Models | Selected and operated by Atlassian | Open-weight models on your GPUs or approved cloud APIs, set per agent |
| Pricing model | Included in Standard, Premium and Enterprise Cloud plans; credit allowance per user, overage billed per credit | Seat-based annual licence on-premises, with no token charges and no metering of interactive use |
How teams move off Atlassian Rovo
List what teams expect from Rovo, such as searching Confluence, summarising Jira issues, drafting stories or triaging service requests, and note which spaces and projects hold restricted content.
Deploy VDF AI on your own servers and connect Jira and Confluence Cloud through the Atlassian sign-in; on Data Center, load exported spaces into a private index and register the REST endpoints your agents need as governed tools.
Rebuild the highest-value use cases first, such as backlog sync and cited answers from Confluence pages, then add the non-Atlassian sources (GitHub, SharePoint, file shares) your teams search alongside them.
Run the pilot next to your Atlassian plan, compare answer quality and approval traces on real tickets and pages, and make the Cloud migration decision on its own merits rather than for AI features.
Atlassian Rovo alternative questions
Is Rovo available for Jira and Confluence Data Center?
Only partly. Rovo itself runs in Atlassian Cloud. Data Center customers can connect Jira and Confluence Data Center to Atlassian Cloud so that their content is indexed into the Teamwork Graph and shows up in Rovo, but Atlassian says the full AI feature set needs a Cloud plan (verified October 2026). The Data Center instance must be reachable from Atlassian Cloud, through an application tunnel if it sits on a private network.
When does Atlassian Data Center reach end of life?
Atlassian stopped selling Data Center subscriptions to new customers on 30 March 2026. Existing customers can buy new subscriptions, expansions and Marketplace apps until 30 March 2028 and renew until 28 March 2029, when Jira Software, Jira Service Management, Confluence and Crowd Data Center become read-only. Bitbucket, Bamboo and Jira Align Data Center are outside the end-of-life plan (verified October 2026).
Can VDF AI connect to Jira and Confluence?
Yes, for Atlassian Cloud sites. The Jira and Confluence connectors sign in with an Atlassian account and let agents search pages, summarise spaces, read and create issues and report on sprint delivery, with retrieval limited to what each user can open. VDF AI has no packaged Data Center connector; teams on Data Center can load exported content into a private index or register the Data Center REST APIs as governed tools.
Does a self-hosted alternative replace Rovo entirely?
Not inside the Atlassian screens. Rovo is built into Jira and Confluence menus, and an external platform cannot appear there in the same way. A self-hosted platform gives you one assistant and one set of agents across Atlassian and everything else, with the models, index and audit trail on your infrastructure. Some teams keep Rovo for in-app drafting and run cross-system agents on their own servers.
Related migrations and guides
Get a migration assessment
We will map your current stack to VDF AI feature-by-feature and scope a migration path — integrations, governance, and deployment included.