AI-Powered Test Case & Test Model Generation in Xray - Xray Blog

We’re excited to introduce two powerful new capabilities in Xray: AI Test Case Generation 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.

Why introduce AI in Xray

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:

• Convert requirements into structured tests in seconds
• Uncover gaps early with automatically generated test models
• Save time on repetitive writing so testers can focus on actual testing
• Keep humans in the loop — AI suggests, testers validate

And it all happens inside Jira, where quality-first teams already work.

Security and Trust at the Core

Your trust and data security remain our top priority. That’s why:

• AI features are opt-in — admins decide when and how to enable them
• Data never leaves your control — no data mixing across instances, no leakage
• Your data is never used for model training
• Encryption in transit keeps requirements safe at all times

AI in Xray is designed to help you test smarter while building more secure, safer products.

AI Test Case Generation: Smarter Test Design, Human in Control

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:

1. AI generates draft titles and descriptions from requirements, preconditions, or coverable issues.
2. You review and refine — adjust, improve, or discard suggestions.
3. Full tests are generated — in manual or Cucumber format, ready for execution.

This keeps the process:

• Faster – get from requirement to structured test in seconds
• Easier – avoid repetitive manual writing
• Secure – built with security-minded scenarios in mind
• Human-validated – testers remain in control, ensuring accuracy and relevance

The outcome: more reliable tests, less noise, and stronger alignment with actual system behavior.

AI Test Model Generation: broader coverage, fewer gaps

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:

• Gain deeper insight into system behavior
• Identify gaps in requirements before they turn into defects
• Expand coverage with confidence

The result is broader test coverage and fewer surprises later in the lifecycle.

Key benefits at a glance

✅ 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

Powered by Sembi IQ

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.

A smarter, safer future of Testing with Xray’s AI Features

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.

This is how QA teams can move at the speed of modern software delivery — without sacrificing trust, quality, or control.

👉 Ready to try these features yourself? Opt-in on your Xray instance.