Michael Cannon-Brookes
Management
Koji, I'm going to guess that I'm taking that one. I don't -- I see them as sort of 2 layers. It gets a little nuanced and detailed here. The Teamwork Graph is the fundamental context layer underneath AMP and the Atlassian platform, and increasingly a lot of customer usage off the Atlassian platform. So that is taking all of your knowledge, your work. We're now semantically indexing the entire code base if you want us to, to give all of your agents fantastic answers and help them get the right information, getting high-quality answers, significant token savings. And we are continuing the Teamwork Graph to do more and more inference on your knowledge to pull out objects that exist, so we can now infer things like projects and teams that aren't actually specified as objects, but we can see people working together. We are looking increasingly at inferring other things. So for example, we showed demonstrations of taking any agentic session that is in the Teamwork Graph and pulling out learnings to contribute to the very next session. So that's all about helping any agentic use case, any search use case, whether that's human search or agent search, if you want to think about it that way. The Teamwork Graph is a large-scale knowledge graph, an ontology of everything your organization brings, highly customizable through Forge, through Assets, through lots of other technologies to get that data layer in a very AI-specific way with an incredible search engine and an incredible graph query engine, which are a little different, but both give great answers to agents, and agents are able to use them. AMP, think about it as more at the interface level for humans. It's more about experiences and designs. How do we bring all the agents that you're using on and off the Atlassian platform into workflows in ways that humans can cooperate with? Now underneath AMP are a lot of technologies. So the Teamwork Graph, yes, MCP, A2A, so agent protocols to other tools. We're trying to bring that all together into a package. Again, maybe an interesting analogy, when you used the first iPhone, you didn't care about GPRS and GPS and 5G, third-generation WiFi, 2.4 gigahertz. All the technology standards were hidden inside the phone and just make a simple experience for you to use between Safari, between your phone, between mail, et cetera. AMP is about bringing all those agentic experiences into our products and off our products, and dealing with the modalities of how agents and humans are going to come together. So think about it more as an experience layer that is across the Atlassian platform, but also helps inform third parties and how others will use our platform as well. So it's built on top of the Teamwork Graph. Long-term opportunity you asked about, I'm sorry about that. I think it continues to expand our long-term opportunity greatly. I think we are, again, durable, profitable growth is about continuing to deliver for customers in every single one of our teams, leadership teams, service teams, technology teams, business teams, product teams, showing how we can deliver incredible value across more workflows, more business processes, structured and unstructured across your organization, and between the Atlassian platform and all of the other technology tools that you use. We are seeing that in customers as they understand how to utilize agents. Again, we have incredibly high AI usage on our platform because of things like AMP. Customers see that, and then they bring more workflows onto our platform. Many of the customers I spoke to this quarter are massively increasing the number of workflows they run through the Atlassian platform, right, in the Service Collection space, moving off legacy vendors onto the Service Collection because of our AI features, and not just sort of we'll run your service tickets cheaper, but the way your agents are going to interact with that platform, how it all flows through and how service is integrated into the broader Atlassian platform to connect to your technology business teams and others. So I think it's -- obviously, we're investing very heavily in it, both at Teamwork Graph and AMP, because I think it shows a large and multiyear expansion opportunity for us.