Increased offline evaluation pass rates to 85% using Gemini 3 Flash
Scaled seamlessly to 200,000 daily invocations on Google Cloud
Boosted online agent task success rates to 80% with Gemini 3 Flash
Atlassian migrated its Rovo agents to Gemini 3 Flash, boosting online evaluation success to 80% and scaling to 200k daily uses.
Atlassian migrated its Rovo agents to Gemini 3 Flash, boosting online evaluation success to 80% and scaling to 200k daily uses.
Refining tool schemas with Gemini 3 Flash
To upgrade its Rovo personal assistant and agent platform, Atlassian replaced its legacy model with Gemini 3 Flash. During evaluation, the team discovered that older lenient tool schemas permitted subtle errors. Gemini 3 Flash enforced stricter schema definitions, requiring Atlassian to update its tool definitions.
This precision eliminated silent failures and significantly uplifted overall system quality. By establishing rigorous baseline evaluations and solving tricky edge cases, Atlassian transformed a basic demo into an enterprise-ready agent experience that consistently satisfies complex user requests.
Scaling from 1 to 200,000 invocations a day was critical for us. We needed a company that could move at that scale, and so we put our trust in Google Cloud.
Robbie Livermore
Senior Engineering Manager, Atlassian
Scaling to 200,000 daily uses on Google Cloud
Atlassian deployed a phased rollout, introducing an opt-in toggle that allowed users to switch agents to Gemini 3 Flash. High satisfaction drove nearly 50% of customers to migrate within two weeks. Post-switch offline evaluation pass rates rose from 80% to 85%, while online success rates jumped from 75% to 80%.
Backed by the resilient infrastructure offered by Google Cloud, Atlassian scaled seamlessly from a single invocation to over 200,000 daily invocations in six weeks, delivering high-speed responses for simple queries and deeper multi-loop reasoning for complex enterprise tasks. With Google Cloud, Atlassian is building a new way to engineer agentic AI.
Atlassian is a software leader known for collaboration and workflow tools. Its products form the backbone for software development, project management, and knowledge sharing for businesses worldwide.
Industry: Technology
Location: Australia
Products: Google Cloud, Gemini 3 Flash
