AI research
See our latest research into how teams drive impact with AI
Atlassian’s Forward Deployed Engineering Playbook
Why enterprise AI stalls Across our Forward Deployed Engineering (FDE) engagements, the same four reasons enterprise AI stalls show up again and again. This Playbook outlines what we’ve learned from solving them in the field. By the numbers How it works Atlassian FDEs are senior engineers, bringing AI engineering and applied AI together in a […]
Leading with Context: Lessons from Atlassian’s AI Journey
This report reveals the five questions driving our transformation, the frameworks we tested, and what actually accelerated and improved delivery. Learn what our research shows separates teams that simply adopt AI from those that transform with it.
Want more confidence in AI? Give it more context.
New Atlassian research finds the bigger predictor of whether AI helps at work isn’t how much people use it — it’s how much of their work it understands.
The smartest way to cut AI costs isn’t to use less AI
A survey of 1,000+ knowledge workers shows AI’s true costs are coming into focus. The takeaway for leaders: the path to lower spend runs through better context, visibility, and tool choice, not tighter limits.
Don’t outsource the spark: how to balance human thinking and AI
AI jump-starts speed, but human friction sparks the ownership, peer collaboration, and genuine originality teams need to thrive.
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, not simply replacing them.
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.
Stop counting who uses AI. Start finding who’s transforming with it.
At Atlassian, we’ve gone through three evolutions of how we measure employee AI adoption. Each time we changed the metrics, we learned something telling about what the old numbers were hiding.
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.
Human + AI teamwork
The Teamwork Lab
Meet Atlassian’s incubator for AI‑powered teamwork, where real‑world research and experiments shape how modern teams work.
Is AI flattening your team’s creativity? Here’s how to tell.
AI can make “good enough” thinking the default. Use this framework to spot the risks of AI over-reliance and decide when humans — not models — should lead.
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Inside Atlassian
Research and insights on how teams can deliver with AI.