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AI thinking and product news to unleash the potential of teams
Our Q4 FY26 letter to shareholders
Q4 was another outstanding quarter, capping off an incredible fiscal year. We’re firing across every strategic priority – enterprise, AI and the system of work – while driving durable, profitable growth.
Everyone agrees on the priorities. Almost no one can see the money and the work behind them.
Latest by topic
Why Rovo is a leading enterprise AI search tool
Rovo Search is now approximately 60% faster! Here are five ways it got more powerful.
Building a real-time PWA on Atlassian’s own stack
We didn’t want just another schedule app. We wanted the app itself to be the product story.
What high-throughput engineers do differently and why AI widens the gap
We interviewed 15 high-throughput Atlassian engineers. The most interesting finding: AI didn’t make their fundamentals obsolete – it accelerated them significantly.
Keeping translation at the pace of AI-era development
Building with AI assistants let developers ship faster, but every feature added text to translate faster than our localization process could absorb.
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Inside Atlassian
Get the latest research and insights on AI, teamwork, and more.
Turn knowledge in Google Drive and Microsoft SharePoint into connected context
Teamwork Graph connectors for Google Drive and Microsoft SharePoint help turn scattered document knowledge into useful context.
Bring GitHub context into Rovo with the Teamwork Graph connector for GitHub
GitHub in Rovo for software teams AI is making it faster to write code. The new bottleneck is understanding the work around the code: what
Why AI alone isn’t enough for enterprises (and what Mercedes-Benz did about it)
How connected data and AI agents are closing the gap between individual productivity and enterprise-wide transformation.
Why individual AI speed isn’t delivering the ROI CIOs expected
89% of executives say AI has increased speed. Only 6% can point to org-wide ROI. IDC’s Wayne Kurtzman and Atlassian’s Liz Fosslien unpack what’s missing
New research reveals how AI is making jobs bigger
New research from Atlassian’s Teamwork Lab finds that the more people use AI, the more their capabilities expand—suggesting AI is broadening what workers can do,
AI made your people faster. But it’s your office that’s slowing them down.
AI made individuals faster, but your office is still designed for the old bottleneck. Atlassian research reveals a new framework for the AI-enabled office.
Atlassian’s guidelines for writing with AI
How should we use AI to write? AI is a helpful tool but, without guardrails, its writing can fall flat. We joke about AI tells
Great managers meet uncertainty with curiosity and confidence
Author Mark C. Crowley explains why comfort with the unknown is foundational for employee well-being.
Good people management begins with self-understanding
Author Margaret Andrews shares the unsung importance of knowing yourself, plus a worksheet to kickstart your self-understanding journey.
How to minimize the impact of manager changes
Outcomes hinge on how the transition is handled, not how often it happens.
Advice for first-time managers, from leaders who’ve been there
If you’re new to leading a team, take these 29 tips from a slew of seasoned managers.
How executives can bridge the strategy-execution gap for tech-driven organizations
Learn how C-levels can remove chaos and drive clarity by building a truly connected enterprise and optimizing their approach to AI.
How to handle team conflict as a first-time manager
Three scenarios specific to new managers, plus what to do when all else fails.
5 micro-challenges to make your team stronger this week
Strengthening your team’s performance doesn’t have to mean a complete overhaul of your rituals and tools. A little consistency – in how you collaborate, connect
The Dunning-Kruger effect: why and how we overestimate our own abilities
We all have the tendency to overestimate our own abilities (yes, even you). Here’s how to make sense of this cognitive bias.
Brain drain: Are Zombie Projects eating your team’s productivity alive?
Picture the scene: You’ve returned from a wonderful holiday break, invigorated to tackle ambitious projects, and then it hits you. Maybe it’s pinned to your
Toxic positivity at work: how to spot it and squash it
Though well-intended, extreme optimism can hurt more than it helps. Here’s how you can trade false reassurance for true resilience.
All brains on deck: 10 best practices for knowledge-sharing
One person’s knowledge isn’t enough to execute the work that really matters. Even your team can’t go it alone. To make great things happen, your
How hands-on workshops boost teamwide AI confidence
When teams learn by doing, AI stops feeling abstract and starts driving real behavior change, from higher usage to stronger everyday skills.
The Board Should Work For You
Today we’re rolling out seven new AI features across Trello for every paid user on a Standard, Premium, or Enterprise plan. Individually, each one erases
Shattering the service quo starts with context
New industry analyst reports recognize Atlassian as a leader in service management AI is changing expectations for service. Employees want help that feels seamless. Customers
Bitbucket Tests now supports tracking tests from multiple branches
Tracking tests on non-default branches was one of the most requested capabilities during the Bitbucket Tests (beta). We heard you, and today, we’re shipping it.
Give AI agents the full picture with Loom video prompts
Record your screen, talk through what you want done, and let Loom generate a structured action plan agents can use to execute tasks.
Connect Trello to Your Favorite AI Assistants with Trello MCP
Great ideas can start with a random spark at 2 a.m., grow through a planning session with ChatGPT, or take shape in a brainstorm with
Share packages across your workspace with internal packages
We launched Bitbucket Packages to give teams one place to manage code, pipelines, and artifacts, and we’ve been expanding it ever since, first with Maven
Fix Bugs Faster with Atlassian Rovo MCP
Most new tools get introduced through a feature list. I’d rather start with a workflow. That’s how I approached the new Rovo MCP server. Instead
How We Brought Enterprise-Managed Authorization to Rovo MCP with XAA and ID-JAG
We recently added support for Enterprise-Managed Authorization in Atlassian Rovo MCP server using Cross-App Access (XAA) and the Identity Assertion JWT Authorization Grant (ID-JAG). In
Spec-driven AI Migration: How Nearly 2 Quarters of Work Was Completed in One Week
A small team migrated 100+ GraphQL fetchers by turning Jira tickets into behavioral specs that AI agents could execute against. We recently migrated 100+ GraphQL
Production-grade ingestion with orchestration
Make your Forge connector production-ready with orchestration — recurring schedules, hierarchical fan-out, failure classification, and resilient ingestion. This is Part 2 of a two-part series
Bring any data into Atlassian system of work
Architecture, module design, and connection lifecycle for bringing external data into Atlassian’s system of work. This is Part 1 of a two-part series on building
Why AI Agents Drift Mid-Task and How a Multi-Agent System Fixes It
How specialist agent orchestration anchored to Jira keeps complex coding tasks on spec. You have probably felt this. You hand a capable AI agent a
From tool to teammate: How one Atlassian team made AI a real coworker
In Q4 FY26, Atlassian’s People Insights (PI) team stopped treating AI as a productivity add-on and committed to something harder: fully agentifying its operations.
How Atlassian and Dropbox are driving effective AI transformation
Adopting AI technology without an effective strategy is costing the Fortune 500 an estimated $161 billion a year.* Enterprises are making big investments in this
HR in the age of abundant intelligence – what we believe
Atlassian’s People Team believes the future will only be discovered through experimentation. These are their bets for the HR craft.
Long Horizon: How Atlassian Built a Reasoning Engine for Complex AI Tasks
Last December, when the Rovo hybrid orchestrator was introduced, a hierarchical multi-agent system was introduced, where specialized subagents last introduced, one for Jira, one for
Atlassian’s DESIGN.md is here: what we learned testing portable design context in practice
We tested Google’s DESIGN.md format against our MCP server and AI skills to see where a single portable markdown file fits in your design system
Architecting Scalable ML Platforms: The Integrated Infrastructure and Acceleration Behind Rovo
A novel, enterprise-scale architecture for modular ML development, high-velocity experimentation, and embedded governance – powering thousands of production workflows that underpin AI systems serving millions
See our newest AI research
You don’t need a team of AI experts. You just need one.
New research from Atlassian’s Teamwork Lab found that adding a single AI superuser made teams more likely to achieve a top score during ShipIt.
The tech we love to hate is the tech we’d hate to lose
New research from Atlassian’s Teamwork Lab finds that even as knowledge workers are uneasy about AI’s broader impact, they increasingly embrace it at work.
Watch, listen, and learn
How KFC Uses AI Agents to Ship Software Faster
KFC’s engineering teams were drowning in release admin — chasing people for risk assessments, impact details, and component info. Not anymore. Now their custom Change Agent (built with Atlassian Rovo) pulls up everything teams need against a release — risk, impact, associated components — instantly. The result? Massively reduced admin time, engineers doing what they […]
AI Play/Pause Days
How well does your team know when to use AI and when to trust its own expertise? Run this Play to find out. Spend one workday using AI as much as possible, one workday without it, then compare notes and agree on the habits worth keeping.
How Atlassian leaders are building a culture of AI-fluent teams
According to Atlassian’s 2026 State of Teams report, a growing gap has emerged: while AI makes individual tasks faster, many teams are struggling to keep that work aligned. In this panel discussion, Atlassian executives share an inside look at how they are operationalizing AI within their own departments to turn early experimentation into durable, connected […]
Turning AI into infrastructure with Atlassian’s Head of AI
Sherif Mansour has spent over 16 years at Atlassian helping shape products like Jira and Confluence. Now Head of AI at Atlassian, he’s focused on a bigger shift: how AI changes not just what we build, but how teams work together.
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How Axel Springer is using Rovo Dev to help engineering teams focus on higher-value work
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Inside Atlassian
Research and insights on how teams can deliver with AI.