> ## Documentation Index
> Fetch the complete documentation index at: https://docs.wisdom.ai/llms.txt
> Use this file to discover all available pages before exploring further.
# Validate and Test Answers
This guide is for Administrators responsible for ensuring the accuracy of WisdomAI responses. This workflow typically begins after an end-user [provides negative feedback on an answer](/setting-up-wisdom-ai/feedback-mechanisms/provide-feedback-to-the-system).
Here, you will learn how to edit, test, and validate responses to build confidence and improve the system's knowledge base.
## Prerequisites
* You must have **Administrator** permissions. For details, see [Access Management](/manage-account/access-management).
## 1. Edit the SQL query
When an answer is incorrect, you can directly edit the underlying SQL query.
1. Click the **Edit** button on the answer card in the chat interface.
2. The **Editor** window will open. Go to the **SQL Code** tab.
3. Modify the SQL statement to fix inaccuracies, add joins, or correct filters.
4. Click **Update response** to run the revised query and refresh the data.
5. (Optional) Switch back to the **Editor** tab to configure chart types, add filters, or drag-and-drop columns for visualization.
## 2. Test the updated answer
After editing the query, you must test the new response.
* **Retry with Adjustments:** Use the **Retry** option in the chat window to have the system regenerate the response using your new SQL.
* **Cross-Reference:** Validate the new result by cross-referencing it with a known value or an external report.
* **Test for Accuracy:** Try rephrasing the original question in a few different ways (e.g., "revenue by region" vs. "how much did each territory earn?"). If the system doesn't return the correct answer, you may need to [Add Context](#3-add-knowledge-context) to help it with precise queries.
## 3. Add Context (knowledge)
If the system consistently misunderstands terms, you can add explicit context. This helps the system formulate more precise queries.
1. Navigate to **Domains** > (Select your Domain)
2. Navigate to the **Context** tab.
3. Select the **Knowledge** tab inside the Context section.
4. Click the **+ Add Knowledge** button to begin a new entry and add natural language context. Add natural language sentences to define business terms.
* *Example 1:* `Regions are the same as Territories.`
* *Example 2:* `My sales stages are: Prospect, Negotiation, Closed.`
5. Click **SAVE**.
To learn more about adding context to a domain, refer to the [**Add Domain-Specific Knowledge**](/setting-up-wisdom-ai/add-domain-specific-knowledge) guide.
## 4. Mark the answer as reviewed
Once you have confirmed the SQL is correct and the answer is accurate, save it to the system's knowledge base.
1. From the **SQL Code** tab in the **Editor** window, click **Mark as reviewed**.
2. In the **Review Question** window, add a clear title for the question (e.g., "Official Quarterly Revenue by Region").
3. Click **Confirm**.
This action saves the question and its validated SQL as a [Validated Query](/setting-up-wisdom-ai/feedback-mechanisms/reviewed-queries), which serves as a trusted reference for similar future questions.
To ensure that the information provided in the answer is accurate, relevant, and reliable, you can:
* Test and validate both natural language responses and SQL query results directly within the chat interface.
* Review the generated output by providing feedback.
* Edit or vet the SQL query when necessary.
These features help you iterate efficiently and build confidence in the outputs you receive.
## Next steps
Organize insights by tagging chats, navigating history, and sharing vetted answers with your team.
Define relationships and Knowledge in your data to enable more powerful analysis.