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Solving the 5 Biggest Problems QA Teams Face with AI Test Case Generation

Raymond
January 22, 2026

If you’ve ever asked yourself any of these:

  1. "We keep rewriting AI-generated test cases."

    Rule-driven generation prevents hallucinations and produces execution-ready scenarios on the first pass.

  2. "We struggle with duplicate or overlapping coverage."

    The engine evaluates existing test cases before creating new ones, reducing redundancy.

  3. "Our requirements are complex — AI doesn’t understand our domain."

    Project-level context gives the model the domain awareness needed for accurate results.

  4. "We need different types of tests, not just functional."

    Negative, security, performance, and more — generated only when logically implied by the requirement.

  5. "We need structured output that fits Zephyr/Xray workflows."

    The system outputs strict, predictable JSON and well-formed steps ready for import.

 

Today, we're introducing a solution built specifically for Zephyr / Xray teams (and any Jira-based QA workflow) that need true testing intelligence — not guesswork.

reqase-lite-for-zephyr-1st-1800.png

🛠️ Built for Real QA Teams — Not Demo Scenarios 

AI test generation only works when it is:

  • predictable

  • deterministic

  • rule-driven

  • constraint-bounded

  • coverage-aware

This is the first system where AI doesn't decide how to write tests — the rules do.

The AI simply applies them consistently and at scale.

Ai-promopt.png

🔒 Your Data, Your AI — Full Privacy & Control 

reqase-lite-for-zephyr-3rd.png

Most AI tools force you into their model and their cloud, creating compliance and retention risks.

Reqase Lite takes the opposite approach.

✔ Use Built-In AI — Unlimited & Zero Setup 

Start generating test cases immediately with our built-in AI access.

No rate limits. No token caps. No configuration.

Perfect for teams that want instant results. 

✔ Or Bring Your Own AI Provider (BYO-AI) 

For strict security environments, plug in your own key for:

  • OpenAI

  • Azure OpenAI

  • Anthropic

  • Google Gemini 

This gives you full control over data location, model choice, and compliance requirements.

✔ Your Jira Data Never Touches Our Servers

No storage. No logging. No proxying. No training.

When using BYO-AI, requests go directly from your browser to your provider using your API key.

We never see or process your content.

reqase-lite-for-zephyr-2nd.png

Try it now on Marketplace:

🔗 Get AI Test Generate for Zephyr →

https://marketplace.atlassian.com/apps/240301636/reqase-lite-ai-test-generator-for-zephyr

🔗 Get AI Test Generate for Xary →

https://marketplace.atlassian.com/apps/2455956688/reqase-lite-ai-test-generator-for-xray

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