> For the complete documentation index, see [llms.txt](https://docs.tonic.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.tonic.ai/app/workspace/jobs/jobs-ai-troubleshooting.md).

# Using AI to troubleshoot failed jobs

{% hint style="info" %}
**Required workspace permission:** Download job logs
{% endhint %}

For the the following types of jobs:

* Sensitivity scans
* Data generation jobs
* Upsert jobs
* Collection scans

You can ask for AI help to troubleshoot the failure.

On the job details, to start the AI troubleshooting, click **Ask AI**.

Structural sends the job log information to the LLM, which returns an analysis of the failure and suggested next steps.

The diagnosis includes an **Open in Agent chat** option to allow you to use the Structural Agent to continue the conversation.


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter:

```
GET https://docs.tonic.ai/app/workspace/jobs/jobs-ai-troubleshooting.md?ask=<question>&goal=<endgoal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.