AI Agentic test case generation for Jira

VibeTester – AI Test Case Generator for Jira

Use agentic AI to turn Jira issues into structured, reviewable test cases. Standardise design across teams, keep testers in control, and send results straight into your test management tools.

Works with Jira Cloud
Integrates with Xray & Zephyr
Supports BDD, Manual & Generic tests
Built by AssertThat – creators of the leading BDD & Cucumber test management app for Jira.
Agentic AI
AI test design inside Jira
Select fields from your Jira issue, generate test cases with AI, and review everything before import.
Mode Standard / Advanced
Test case types BDD • Manual • Generic
Target Jira, Xray, Zephyr
LLM provider AssertThat or BYO (OpenAI, Azure, Claude)
Author → Critic → Rewriter Multi-agent workflow that refines AI output into clear, consistent test cases – while testers stay in the loop.
How VibeTester works

From Jira issue to reviewable test pack in a few clicks

VibeTester runs entirely inside the Jira issue view. It reads your Summary, Description, Acceptance Criteria and custom fields, then uses an agentic AI workflow to design test cases that match your project rules.

1. Define rules & templates

Set up project-level rules that describe what a good test looks like – whether that’s a Gherkin scenario, a step-based manual test or a lightweight generic check.

  • Reusable prompts and templates per project
  • Support for multiple test case types
  • Aligns AI output with your standards

2. Generate from the Jira issue

Open a story or requirement, choose which fields to include, and let the Author, Critic and Rewriter agents collaborate to create a structured set of candidate tests.

  • AI reads Jira context only – no copy & paste
  • Focus on coverage, clarity and edge cases
  • Results in seconds, directly in the panel

3. Review, refine & import

Testers stay firmly in control. Edit or remove scenarios, adjust wording, then import into Jira, Xray or Zephyr when you are happy with the design.

  • Human-in-the-loop review before import
  • Avoid noisy, unmanageable AI test suites
  • Keep Jira as the single source of truth
Test case formats

AI support for BDD, manual and exploratory testing

Use VibeTester as an AI test generation assistant across your QA stack – from BDD feature files to traditional manual steps and lightweight exploratory notes.

BDD scenarios

Generate Given / When / Then scenarios that follow a consistent pattern, ready to align with your existing BDD and automation strategy.

  • Scenario and Scenario Outline support
  • Clear separation of pre-conditions, actions and results
  • Ideal for teams standardising BDD in Jira

Manual test cases

Create structured, step-based tests that business and QA teams can execute directly, with rich text editing for links, notes and attachments.

  • Step / expected result layout
  • Easy editing inside the VibeTester panel
  • Perfect for UAT and SIT design

Generic & exploratory checks

When you do not need formal steps, generate concise scenarios or charters that capture exploratory intent while still being traceable in Jira.

  • Plain-text scenarios for rapid coverage
  • Good for early design and discovery
  • Can be refined into structured tests later
Test management integrations

One-click import into Jira, Xray and Zephyr

VibeTester is built for teams who already rely on established test management tools. Use AI to design tests, then push them into the systems where execution, reporting and automation live.

Jira-native test storage

Store AI-generated cases directly in Jira issues or dedicated test entities, keeping requirements, tests and results connected in one place.

  • Designed for Jira Cloud teams
  • Keeps test intent visible to the whole squad
  • Improves traceability from story to test
Ideal for teams centralising QA in Jira

Xray & Zephyr integration

Import refined scenarios straight into Xray or Zephyr with a single click. Map to the right entities – such as Tests and Pre-Conditions – while keeping VibeTester as the AI design layer.

  • Generate AI tests, then import as Xray Tests
  • Send manual cases into Zephyr in the right format
  • Use AI without disrupting existing test management tools
Works with existing test management workflows
Enterprise-ready AI

Flexibility on LLMs, with governance and control

VibeTester helps teams adopt AI for test design without compromising security or compliance. Choose where your content is processed and keep all activity visible inside Jira.

Bring your own LLM or use ours

Connect your own AI provider – Azure OpenAI, OpenAI or Anthropic Claude – or use AssertThat’s managed LLM. Switch providers easily as your strategy evolves.

  • Multiple keys and providers per instance
  • Aligns with internal data policies
  • Supports different risk appetites

Security & compliance

Developed by AssertThat, an ISO 27001-certified vendor participating in the Atlassian Marketplace Bug Bounty programme and Cloud Fortified.

  • Enterprise-grade security controls
  • Independent security testing via bug bounty
  • Built for regulated and high-governance environments

Human-in-the-loop by design

VibeTester never pushes AI output straight into your repository. Testers review, edit and decide what is imported, keeping the test suite focused and maintainable.

  • Reduces noise from large AI-generated suites
  • Ensures tests stay aligned with automation strategy
  • Supports quality engineering, not just quantity
Product demo

See VibeTester in action

Watch the short walkthrough of VibeTester – AI Test Case Generator for Jira to see how AI-driven test design fits into a real Jira workflow, from issue fields to imported test cases.

Screenshots

Agentic AI test design inside Jira

Browse how VibeTester generates, refines and imports AI-powered test cases inside Jira Cloud.

FAQ

Questions about AI test generation in Jira

VibeTester is designed to fit naturally into existing Jira and test management workflows, while solving the real bottleneck in testing: fast, consistent and reviewable test design.

What is VibeTester – AI Test Case Generator for Jira?

VibeTester is an AI-powered test generation app for Jira Cloud. It reads the content of your Jira issues and uses a multi-agent workflow to design BDD, manual and generic test cases that follow your team’s templates and rules.

How does VibeTester help with AI test case generation?

Instead of pasting requirements into a chat tool and copying results back, VibeTester runs directly in the issue view. It standardises prompts, keeps AI output consistent and keeps testers in control of what is imported into Jira, Xray or Zephyr.

Which test management tools does VibeTester integrate with?

VibeTester works natively with Jira and offers one-click import into Xray and Zephyr. You can continue to use your existing test management setup while letting VibeTester handle AI-assisted test design.

Can we use our own AI provider?

Yes. You can connect your own Azure OpenAI, OpenAI or Anthropic Claude keys, or use AssertThat’s managed LLM. This gives teams the flexibility to align AI usage with internal security and data-handling policies.

What is the difference between Standard and Advanced editions?

The Standard edition focuses on simple AI test generation with support for your own LLM and test management integrations. The Advanced edition adds the full agentic workflow, unlimited generation with AssertThat’s LLM and additional features for large or complex teams.

How do we get started with VibeTester?

Install the app from the Atlassian Marketplace, enable it on a project and define a small set of rules for test design. Generate tests for a handful of representative stories, refine them and import them into your preferred test management tool. From there, expand gradually across projects and teams.

Get started

Ready to accelerate test design with AI?

VibeTester – AI Test Case Generator for Jira helps you remove the bottleneck at test design, without losing tester judgement or control. Standardise templates, integrate with Xray and Zephyr, and keep Jira as your single source of truth.

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