Jira AI SQL (Atlassian Intelligence for Analytics)

Jira AI SQL is a sophisticated natural language to SQL (NL2SQL) engine integrated directly into Atlassian Analytics. Built on the Atlassian Intelligence framework, it leverages Large Language Models (LLMs) to bridge the gap between non-technical stakeholders and complex project data housed in the Atlassian Data Lake. The technical architecture focuses on semantic mapping of the Atlassian schema, allowing users to query across Jira Software, Jira Service Management, and Confluence using plain English. By 2026, this tool has matured into a core component of the Atlassian Cloud Enterprise offering, enabling autonomous dashboard generation and real-time predictive reporting. It eliminates the friction of manual SQL authoring while maintaining strict data governance through Atlassian's centralized permissions model. The system is designed to handle multi-product joins, such as correlating incident response times in JSM with developer velocity in Jira Software, providing a holistic view of the engineering lifecycle without requiring manual data extraction or third-party ETL pipelines.