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AI thinking and product news to unleash the potential of teams
When doing more with AI isn’t enough: Three patterns quietly undermining your team’s impact
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How Amdahl’s Law still applies to modern-day AI inefficiencies
Discover how a computer science theory from 1967 may be a compass for AI-driven productivity gains across the enterprise.
How Rovo helps teams start work 30% faster
After a year of our users leveraging Rovo’s AI capabilities within Jira, we analysed usage data to identify if and how users’ productivity had been impacted. We found that users who adopted Rovo’s AI capabilities within Jira started work 30% faster and ultimately get an extra day of productivity each month — time that can be […]
AI isn’t a productivity hack. It’s a team sport
Four moves leaders can take now to foster time, trust, and clean data so AI can drive results across your team
How to shift your mindset from “AI as a tool” to “AI as a partner”
The real advantage of using AI comes from teaming up, not just speeding up.
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Inside Atlassian
Get the latest research and insights on AI, teamwork, and more.
What actually changes when AI joins your research process
A real workflow for compressing weeks of research into hours, without losing the judgment that makes research useful.
Stop guessing at AI ROI: A four‑stage framework for real results
Classic ROI math is linear—but AI value compounds. Here’s how to measure enterprise AI ROI over time.
A Design Technologist’s Take on AI Builders Week
Last week, Atlassian hit pause on business-as-usual. 1,400 designers and product managers were invited to participate in AI Builders Week with one goal: stop theorizing
Architecting a Rovo AI Teammate: From AI ‘Magic’ to Production-Ready Forge Code
I recently set out to build my first production-ready Rovo app, and the journey from ‘hello world’ to a functional product was a deep dive
Behind the Demo: How cross‑functional partnerships turned AI “Golden Prompts” into real customer value
How cross‑functional teams used golden prompts to turn AI hype into reliable, accountable outcomes — on stage and in everyday work.
How a product manager conducts 30+ customer interviews per month with AI
What if customer conversations were automatic and human-centric, not ad hoc or manual? Here’s how one Atlassian PM built an AI-powered workflow to close the
How to handle team conflict as a first-time manager
Three scenarios specific to new managers, plus what to do when all else fails.
75 inspirational leadership quotes you haven’t heard yet
For something to inspire and support your work, take a look at these quotes from true leaders.
Your employees might not feel like they matter. These are the subtle signs
As humans, the only way to survive and thrive is through our relationships with other people. That means mattering to others is a survival instinct,
How to avoid “manager crash” in 2025 and beyond
Meaningful steps organizations can take to support wellbeing, bolster resilience, and set the stage for leaders to thrive.
How to delegate when you’re wired to do the work
Getting input from your team about their capacity, strengths, and preferences makes it easier to loosen your grip.
How to make work more meaningful for your employees
If you were asked for examples of “meaningful work,” what comes to mind? Roles like paramedic, teacher, or humanitarian aid worker might be some common
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.
Better together: 8 essential teamwork skills to master
Use these strategies to align expectations, streamline communication, and crush your goals.
How to implement goal refresh cycles on your team
Five steps to shift from annual goal setting to a quarterly refresh rhythm for better results.
How to harness the power of professional development goals
Feeling stuck? Professional development goals might be the remedy you need.
17 scripts for difficult conversations at work
From negotiating a salary to addressing team conflicts, we’ve got you covered.
Never heard of restorative conflict resolution? Catch up quick
From the classroom to the boardroom, a new approach focused on relationships and resolution is gaining traction.
The Next Chapter for Compass
Equipping Engineering Teams for the AI‑Native SDLC Over the last few years, Compass has helped thousands of developers answer a fundamental question: What do I
Rovo Chat in Bitbucket now understands your Pipelines
Why did your build fail? Ask Rovo, get a clear answer, and even a way to fix it, from anywhere in Bitbucket Pipeline debugging is
Your feedback tool is not there to tell you what to build
By Mehdi Boudoukhane and Thibaut Nyssens – from their work building feedback systems at Cycle, now part of Atlassian
The Atlassian Rovo MCP Server now supports Bitbucket Cloud
The Atlassian Rovo Model Context Protocol MCP Server now supports Bitbucket Cloud. AI clients like Claude, ChatGPT, Cursor, and VS Code can now browse repositories, create commits, open pull
They committed to 60 engineers’ worth of work with 35 engineers
What happens when capacity planning runs on spreadsheets, and how live data changes the math.
If your roadmap only works for you, you’re doing it wrong
Why purpose-built views create better alignment than one master board
From Days to Hours: Accelerated K8s Debugging with Rovo Dev CLI
The Problem We Faced It started with a blocked Jira ticket when two of our service teams tried to onboard their services onto our Google
Automating Mutation Coverage with AI: Our Journey and Key Learnings
How it all started Early last year (2025), I spent a few hours manually improving mutation coverage for one class. Fast-forward to team’s innovation week
How We Turned Feature Flag Cleanup Into a Mostly‑Hands‑Off AI Workflow
Problem In Atlassian, we ship every new feature and code path behind a feature flag to stage rollouts safely and learn quickly about problems. As
Supercharge your Security Testing with Rovo Dev Skills
Hi! Giuliana and Sam from Atlassian’s Security Testing team here. The Security Testing team oversees all penetration testing at Atlassian and, as an internal team,
Atlas Camp 2026: AI-First Development and Community Collaboration in Amsterdam
Atlas Camp 2026, Atlassian’s flagship conference for developers, wrapped up last month at the Anantara Grand Hotel Krasnapolsky in Amsterdam. The place was buzzing with
Forge Architectural Patterns
Software architecture patterns define standardised, battle-tested solutions to recurring problems. The adoption of architectural patterns often improves robustness, performance, and/or usability. They also create a
Pull request intervention for infrastructure-as-code risks with Bitbucket custom merge checks
Establishing progressive deployments to control blast radius for the most active types of changes in an architecture is often well worth the investment. But what
Building a Multi Region Compliant Customer Data Lake at Scale
Atlassian built a unified customer data lake to overcome limitations in analytics, data export, and operational database strain as their cloud customer base grew. By
Mobbing with AI
Mobbing with AI is a tight loop where the mob designs the work, sets standards, and reviews everything, while AI accelerates execution with fast drafts,
From pixels to beats: Designing the Race Mode Soundscape
At Atlassian, play is often where the real ideas begin. Earlier this year, during our ShipIt hackathon (where Atlassians drop everything to build bold new
Taming Test Flakiness: How We Built a Scalable Tool to Detect and Manage Flaky Tests
Flaky tests erode trust in CI and waste thousands of engineering hours. This article explains how Atlassian built Flakinator, a scalable, stack‑agnostic platform that automatically
Rovo Dev CLI and Mutation Testing to Write Better Tests
Rovo Dev CLI combines powerful AI with mutation testing tools like Pitest to automatically write high‑quality tests, improve mutation coverage, and raise PRs for you.
See our newest AI research
Stop guessing at AI ROI: A four‑stage framework for real results
Classic ROI math is linear—but AI value compounds. Here’s how to measure enterprise AI ROI over time.
The leadership effect: How a single demo nearly doubled AI usage
Inside the 90% spike in AI usage that followed one live demo – and what other leaders can learn from it.
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Rovo at Work: AI that moves work forward
Built to understand the unique context of your projects and apps, Rovo moves beyond generic answers to help your team actually get work done.
Webinar Replay: Work Smarter, Not Harder: 3 Ways To Use AI to Stand Out at Work
Stop being the busiest person in the room! Here’s how to get recognition for your AI-driven work.
AI ROI unlocked: How CTOs and CHROs will drive the next wave of AI value
AI is everywhere, but 96% of business leaders say it has not translated into company-wide ROI. Join this webinar for a research-backed look at how CHROs and CTOs can partner to drive the kind of AI adoption that delivers meaningful business impact.
Get the most out of Rovo
Use Rovo’s AI-powered search, chat, and agents to find, learn, and act on information across Atlassian and connected third-party apps.
Rovo at Work: AI agents in action
Meet the next evolution of teamwork with Rovo at Work—spotlighting Atlassian’s AI agents in action.
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Driving AI adoption through trust: Insights from Atlassian designer Rachel Shepard
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Inside Atlassian
Research and insights on how teams can deliver with AI.