> For the complete documentation index, see [llms.txt](https://docs.walnutai.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.walnutai.ai/overview-and-tracking/action-item/ai-driven-requirement-enhancement-and-test-generation.md).

# AI-Driven Requirement Enhancement & Test Generation

**Using AI to Enhance the Story**

The Chat with AI option is useful for identifying and filling gaps within your User Story. Whether you missed a specific step, overlooked an edge case, or feel the acceptance criteria are incomplete, you can use the chat to refine and strengthen the requirement before it moves to development.

**You can use it to:**

* **Improve Clarity:** It rewrites unclear or ambiguous descriptions into precise, implementation-ready statements that are easy for developers to follow.
* **Enhance Criteria:** It defines acceptance criteria to make them specific, measurable, and testable.
* **Add Edge Cases:** It identifies missing scenarios, validations, and boundary conditions that may have been overlooked during initial planning.
* **Suggest Points:** It evaluates the scope and complexity of the requirements to recommend appropriate story points for better sprint estimation.

When the AI suggests enhancements, click **Apply Changes** to automatically update the story with the refined version. It replaces existing content with the AI-enhanced updates, ensuring changes are saved and immediately reflected in the User Story.

<figure><img src="https://295337183-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F9aroNmDWVJAmMjkdy0hx%2Fuploads%2F5zeKX9NTpyU4JT5TLYcp%2Fimage.png?alt=media&amp;token=45b0548e-1f0a-49ab-bc94-589ab1789c79" alt=""><figcaption></figcaption></figure>

**Generating Test Cases**

You can bridge the gap between requirements and validation by leveraging automated test generation.

* **Initiate Generation:** Click **AI Generate** within the User Story interface.

<figure><img src="https://295337183-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F9aroNmDWVJAmMjkdy0hx%2Fuploads%2FeDm1Mq1fHjgWmGtiGP57%2Fimage.png?alt=media&amp;token=6fb62bd1-1291-4f2a-8285-d4af74ec67d2" alt=""><figcaption></figcaption></figure>

* **Automated Creation:** The system automatically creates both positive and negative test cases based on the provided story details and criteria.

<figure><img src="https://295337183-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F9aroNmDWVJAmMjkdy0hx%2Fuploads%2F5w4FBG4PqZHPTFNNLAEC%2Fimage.png?alt=media&amp;token=57a1656e-ab5e-42f7-a5bf-9ed4a872c1cc" alt=""><figcaption></figcaption></figure>

* **Review and Refinement:** Review the generated test cases for accuracy, then click **Confirm** & **Save** to finalize them.

<figure><img src="https://295337183-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F9aroNmDWVJAmMjkdy0hx%2Fuploads%2F72H9qOcuKEAsZiGO7a6Z%2Fimage.png?alt=media&amp;token=617d1ac6-3e17-4869-95f8-dcaad59f01be" alt=""><figcaption></figcaption></figure>

* On saving, the test cases are linked to the User Story.

<figure><img src="https://295337183-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F9aroNmDWVJAmMjkdy0hx%2Fuploads%2FRXA3lbQNnObQYEaxobOz%2Fimage.png?alt=media&amp;token=b5416b77-a3f5-4603-a8c9-53d118c63a12" alt=""><figcaption></figcaption></figure>