Xray AI in action: Test case & model generation for modern QA teams

22nd September 2025
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Xray

Ivan Filippov's profile
Ivan Filippov

Solutions Architect at Idera/Sembi

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Talk Description

AI is everywhere in conversations about software testing and quality engineering. Expectations are high, but many teams still struggle to apply AI in meaningful and secure ways. This is often due to challenges such as data quality, privacy concerns, and the need to upskill staff, which means that adoption is uneven.

In this session, Ivan Filippov, Solutions Architect at Sembi, explores practical examples of where AI can already make a difference, looking at what’s hype, what’s reality and what's possible now. Ivan goes on to demonstrate how Xray is bringing AI into test design, showing two new features in action:

  • AI-powered test generation – Create test cases from requirements with AI support while keeping human expertise in the loop.
  • AI-enhanced Test Case Designer – Use generative AI to identify parameters and values for model-based testing, accelerating data-driven test design.

Along the way, Ivan will highlight how Xray balances efficiency with security, giving teams explicit control over data sharing and output quality.

You’ll leave with a clear picture of how AI can streamline test design, what challenges remain, and where Xray is heading next with AI features.

Xray is the #1 Manual & Automated Test Management App for Quality Assurance in Jira. Developed by Xpand IT, a Platinum Atlassian Solution Partner, it’s a full-featured tool that lives inside and seamlessly integrates with Jira. It aims to help companies improve the quality of their products through effective and efficient testing. They can plan, execute and track their testing with full requirements traceability.

Xray supports both manual and automated tests, including BDD using Cucumber besides JUnit, NUnit, Robot and others. It covers the entire testing life cycle: test planning, test specification, test organization in a flat or hierarchical way, test execution and test reporting. It does this by using special Jira issue types, so you can use all Jira benefits that you are used besides giving the flexibility to organize them in the same project or across multiple projects, for clear separation of concerns.

With Xray, managers can enhance Agile boards by tracking requirement status and test execution progress in real-time. It can also generate advanced reporting that can be exported to docx, xlsx or pdf using Xporter.
Integration with your favourite Continuous Integration tool, including Bamboo and Jenkins, is straightforward using our free add-ons or even through our built-in REST API.

With over 4000 customers in 75 countries, Xray is the fastest-growing app for Jira.
Discover the future of testing with Jira today!
Ivan Filippov
Solutions Architect at Idera/Sembi
He / him
Passionate about test design, collaboration, and process improvement.
Xray is the #1 Manual & Automated Test Management App for Quality Assurance in Jira. Developed by Xpand IT, a Platinum Atlassian Solution Partner, it’s a full-featured tool that lives inside and seamlessly integrates with Jira. It aims to help companies improve the quality of their products through effective and efficient testing. They can plan, execute and track their testing with full requirements traceability.

Xray supports both manual and automated tests, including BDD using Cucumber besides JUnit, NUnit, Robot and others. It covers the entire testing life cycle: test planning, test specification, test organization in a flat or hierarchical way, test execution and test reporting. It does this by using special Jira issue types, so you can use all Jira benefits that you are used besides giving the flexibility to organize them in the same project or across multiple projects, for clear separation of concerns.

With Xray, managers can enhance Agile boards by tracking requirement status and test execution progress in real-time. It can also generate advanced reporting that can be exported to docx, xlsx or pdf using Xporter.
Integration with your favourite Continuous Integration tool, including Bamboo and Jenkins, is straightforward using our free add-ons or even through our built-in REST API.

With over 4000 customers in 75 countries, Xray is the fastest-growing app for Jira.
Discover the future of testing with Jira today!
Ivan Filippov
Solutions Architect at Idera/Sembi
He / him
Passionate about test design, collaboration, and process improvement.
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