Stop Struggling with JQL — How to Search Jira in Plain English

Intro

Jira is indispensable for software teams — but its search language, JQL (Jira Query Language), has a learning curve that limits its power to a small subset of users.

The Reality of JQL

JQL can express almost anything — if you know how to write it. For most users, it’s a barrier. Finding “all tasks assigned to my team this quarter with open dependencies” often becomes a guessing game or a request to a Jira admin.

Why This Matters for Enterprises

When only a few people can query data effectively, visibility suffers. Managers wait for reports. Developers can’t self-serve updates. Efficiency declines.

AI to the Rescue

Natural language processing now bridges that gap. Instead of writing project = Alpha AND status = “In Progress”, users can simply type “show me active Alpha project tasks.” AI interprets the intent and builds the precise query behind the scenes.

Just Search for Jira

Just Search eliminates JQL friction. Users ask questions the way they think; AI converts those questions into accurate queries, returning structured results in seconds. It even provides summaries and related insights across issues, epics, and sprints.

Benefits

• No training required.
• Context-aware: understands your projects and workflows.
• Works with your chosen AI model, not a vendor-locked one.
• Maintains full control over data and cost.

Atlassian AI vs. Flexibility

Atlassian’s native AI provides convenience but limited configuration. Just Search gives enterprises the freedom to integrate the intelligence they trust and align it with compliance policies and budgets.

Closing Thought

AI isn’t replacing JQL — it’s translating it. Just Search brings the power of Jira’s data to every user, turning complex queries into plain-language conversations.