How to leverage AI capabilities?

Web Testing
1

Hi Experts

Can anyone let me know, how best to leverage AI capabilities in day-to-day automation in Katalon ?

2 Likes
2

There are a few options worth trying out

1. StudioAssist – AI Coding Assistant in Katalon Studio

StudioAssist helps you write, understand, and maintain test scripts faster.

What it does well

  • Generates test code from natural-language comments
  • Explains existing code to help you understand complex logic
  • Works with Katalon AI Service and external AI providers
  • Improved context handling in newer versions (10.3.0+), reducing hallucinations

How to use it

  • Right-click in a test script → StudioAssist > Generate Code
  • Or select StudioAssist > Explain Code on existing scripts

Best for: Speeding up test creation and learning unfamiliar code.

2. TrueTest – AI-Powered Regression Testing

TrueTest automatically generates and maintains regression tests based on real user behavior.

Key benefits

  • No scripting required to generate regression tests
  • Learns from real production traffic
  • Automatically updates tests when user behavior changes
  • Creates and maintains test objects for you
  • Detects missing or changed user flows across environments

Typical workflow

  1. Deploy TrueTest to capture production traffic
  2. AI maps real user journeys and generates regression tests
  3. Tests sync directly into Katalon Studio
  4. You enhance them with validations or custom logic
  5. TrueTest continues to suggest updates as behavior evolves

Best for: Keeping regression coverage up to date with minimal effort.

3. Self-Healing Tests – AI-Based Locator Recovery

Katalon automatically fixes broken locators during execution.

How it works

  • Classic self-healing tries fallback locators first
  • AI self-healing kicks in when classic methods fail, using visual and contextual analysis
  • Enabled by default for Web UI projects

Why it matters

  • Reduces flaky test failures
  • Saves time on locator maintenance
  • Provides visibility via the Self-Healing Insights tab

4. AI-Powered API Test Generation

AI can assist in generating API tests, helping you quickly create and extend API coverage with less manual scripting.

Let us know what you think

Happy testing

1 Like
3

Did you try the AI inside Katalon Studio? You can take this course as a reference: Accelerating daily test automation with an AI assistant

1 Like
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seems to be a broad ask. are you looking for any specific use case on AI capability?

5

@anandkumar.venkatara

Use Self-Healing

  • Enable AI Self-Healing in Project Settings

  • Reduces failures due to locator changes

Generate tests faster

  • Use AI to:

    • Create test cases from requirements

    • Convert manual steps to Katalon scripts

    • Refactor code into Custom Keywords

Smarter test data

  • Auto-generate realistic and edge-case test data

  • Useful for UI and API automation

Faster failure analysis

  • Share Katalon logs with AI to:

    • Identify root cause (script/app/env)

    • Get fix suggestions

    • Detect flaky tests

API automation help

  • Generate API test cases, validations, and negative scenarios using AI
1 Like
6

Thanks everyone for the replies

2 Likes
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Are you looking for any specific use case on AI capability or all good now?

1 Like
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Awesone! Hey @anandkumar.venkatara, any of the above comments makes you happy, feel free to mark it as solution. Otherwise, we can discuss more on this. Thank you

1 Like