--- title: From tool to teammate: How one Atlassian team made AI a... description: Atlassian's People Insights team shares how they transformed AI from a chat tool into a persistent team collaborator through context engineering. They built a... canonical: https://daily.dev/posts/from-tool-to-teammate-how-one-atlassian-team-made-ai-a-real-coworker-gzq7y8tpr twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: From tool to teammate: How one Atlassian team made AI a real coworker | daily.dev og:description: Atlassian's People Insights team shares how they transformed AI from a chat tool into a persistent team collaborator through context engineering. They built a... og:url: https://daily.dev/posts/from-tool-to-teammate-how-one-atlassian-team-made-ai-a-real-coworker-gzq7y8tpr og:image: https://api.daily.dev/og/posts/GZQ7Y8tpR.png og:image:alt: From tool to teammate: How one Atlassian team made AI a real coworker og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # From tool to teammate: How one Atlassian team made AI a real coworker **[Atlassian](https://daily.dev/sources/atlassian)** · 10 min read · 0 upvotes · 0 comments ## Summary Atlassian's People Insights team shares how they transformed AI from a chat tool into a persistent team collaborator through context engineering. They built a three-layer system (foundation, team, individual) connecting Rovo Dev to Databricks, Confluence, Jira, and DataHub via MCP integrations. Two AI Innovation Weeks drove a 562x growth in AI usage in one week, with 91% of team members reporting concrete workflow changes. Key lessons: setup and context engineering are the hard parts, peer champions matter more than mandated training, and multi-tool depth drives outsized impact. Company-wide, Atlassian AI interactions grew 176x since June 2025, with intensity compounding faster than adoption. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Inside AI Builders Week: How teams work in the AI era](https://daily.dev/posts/inside-ai-builders-week-how-teams-work-in-the-ai-era-7upieff9l) · Atlassian · 0 upvotes · 0 comments - [Atlassian Underpins Code Creation With New Agentic Insight Channels](https://daily.dev/posts/atlassian-underpins-code-creation-with-new-agentic-insight-channels-jubmprpyk) · DevOps.com · 0 upvotes · 0 comments - [How AI is changing the way we work](https://daily.dev/posts/how-ai-is-changing-the-way-we-work-fxlrr0akn) · TechCentral · 0 upvotes · 0 comments - [Transforming teamwork: Unlocking AI-driven success in cloud](https://daily.dev/posts/transforming-teamwork-unlocking-ai-driven-success-in-cloud-kszzc68ze) · Atlassian · 0 upvotes · 0 comments - [Atlassian unveils Teamwork Graph, Rovo Max at its Team event](https://daily.dev/posts/atlassian-unveils-teamwork-graph-rovo-max-at-its-team-event-tkllqrr1v) · SD Times · 0 upvotes · 0 comments --- Tags: [#ai-agents](https://daily.dev/tags/ai-agents), [#mcp](https://daily.dev/tags/mcp), [#atlassian](https://daily.dev/tags/atlassian), [#context-engineering](https://daily.dev/tags/context-engineering) [View this post on daily.dev](https://daily.dev/posts/from-tool-to-teammate-how-one-atlassian-team-made-ai-a-real-coworker-gzq7y8tpr) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"From tool to teammate: How one Atlassian team made AI a real coworker","url":"https://daily.dev/posts/from-tool-to-teammate-how-one-atlassian-team-made-ai-a-real-coworker-gzq7y8tpr","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/from-tool-to-teammate-how-one-atlassian-team-made-ai-a-real-coworker-gzq7y8tpr"},"datePublished":"2026-07-08T17:52:22.176Z","dateModified":"2026-09-14T07:36:47.431Z","description":"Atlassian's People Insights team shares how they transformed AI from a chat tool into a persistent team collaborator through context engineering. They built a...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/5d0922b826788dccf271557a5121dc57?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/5d0922b826788dccf271557a5121dc57?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Atlassian","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Atlassian","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/44750d8e66de4411bb477159b321bb43","url":"https://daily.dev/sources/atlassian"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/from-tool-to-teammate-how-one-atlassian-team-made-ai-a-real-coworker-gzq7y8tpr","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai-agents,mcp,atlassian,context-engineering","timeRequired":"PT10M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Atlassian","item":"https://daily.dev/sources/atlassian"},{"@type":"ListItem","position":3,"name":"From tool to teammate: How one Atlassian team made AI a real coworker"}]} ```