We’re excited to introduce two powerful new capabilities in Xray: AI Test Case Generation for all Xray instances and AI Test Model Generation for Xray Enterprise, powered by Sembi IQ — Sembi’s AI platform built to help QA, development, and security teams deliver better software, faster.
With these new features, Xray brings intelligence directly into the testing process, making it faster to design tests, easier to ensure coverage, more secure by design, and always guided by human expertise.
This is a new chapter in testing: contextual, explainable, and connected across the software lifecycle.
Quality can’t be an afterthought, but traditional test design is often slow, repetitive, and hard to scale. At the same time, teams face increasing demands to release faster without compromising security.
That’s where AI in Xray comes in. By building AI capabilities directly into the product, we’re giving QA teams the ability to:
And it all happens inside Jira, where quality-first teams already work.
Your trust and data security remain our top priority. That’s why:
AI in Xray is designed to help you test smarter while building more secure, safer products.
Xray’s AI Test Case Generation isn’t about replacing testers — it’s about making them more effective.
Instead of immediately producing fully detailed tests, Xray introduces a “Review, Edit, and Select” step:
This keeps the process:
The outcome: more reliable tests, less noise, and stronger alignment with actual system behavior.
Exclusively available in Xray Enterprise, AI Test Model Generation automatically creates visual models of your system directly from requirement content.
With these models, teams can:
The result is broader test coverage and fewer surprises later in the lifecycle.
✅ Faster – Generate tests from natural language requirements in seconds
✅ Easier – Save time on writing and focus on actual testing
✅ Secure – No data leakage, no training on customer data, always encrypted
✅ Human-validated – Review and refine AI suggestions before generation
These capabilities are made possible by Sembi IQ, Sembi’s AI platform built specifically for software testing and security. Unlike generic AI, Sembi IQ is designed to deliver contextual, explainable, and secure intelligence across the tools teams rely on daily.
With Sembi IQ at its core, Xray’s AI features don’t just help you test faster — they help you build safer, higher-quality products.
AI Test Case Generation and AI Test Model Generation mark the beginning of a new, AI-powered testing experience in Xray — one that’s faster, easier, secure, and guided by human validation.
Now in Open Beta, these features empower QA teams to move at the speed of modern software delivery — without sacrificing trust, quality, or control.
Prerequisites:
Xray installed on your Jira Cloud instance
Jira Admin privileges
To enable:
Go to Administration (⚙️) → Apps → Features
Open the Xray Features screen and find AI Settings
Click Configure to manage permissions by user group
Use the toggle to enable or disable the feature
Experience the smarter, safer future of testing — available now to all Xray Cloud users.
Xray brings AI into testing through three key capabilities powered by Sembi IQ:
AI Test Case Generation (included in Standard, Advanced, and Enterprise) — quickly turns written requirements into draft test cases you can review and refine.
AI Test Model Generation (exclusive to Enterprise) — translates natural-language requirements into structured, visual models that strengthen coverage.
Together, these features support teams in building a connected AI testing strategy, where every stage of the testing process — from design to automation — becomes faster, smarter, and more collaborative.
No — and that’s by design. Xray’s AI works as a partner, not a substitute. It automates the time-consuming groundwork while keeping testers firmly in control. Every suggestion can be reviewed, modified, or expanded, ensuring that the final outcome always reflects human expertise and context.
Security and privacy are built into Xray’s AI architecture. All processing happens safely within your Jira environment — data is never shared externally or used to train AI models. Information stays encrypted in transit, and each AI feature is opt-in, so administrators decide when and how it’s enabled.
Admins can turn on AI capabilities through Administration → Apps → Features → AI Settings. This section lets them configure permissions, control feature access, and decide which projects or teams can use AI within their Jira instance.
Unlike generic automation add-ons, Xray’s AI was purpose-built for software testing. Powered by Sembi IQ, it provides context-aware, explainable, and secure intelligence that enhances — not replaces — human insight. The result is a more adaptive, trustworthy, and efficient testing experience directly within Jira.