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40 changes: 40 additions & 0 deletions site/guide/model-validation/_autogenerate-validation-issues.qmd
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<!-- Copyright © 2023-2026 ValidMind Inc. All rights reserved.
Refer to the LICENSE file in the root of this repository for details.
SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial -->

After you complete your risk assessment notes for a validation guideline, you can use AI to automatically suggest validation issues based on the gaps identified in your assessment.

::: {.callout title="This feature requires AI features to be enabled for your organization."}
Contact your administrator if you don't see the **Suggest Validation Issues** option.
:::

1. In the left sidebar, click **{{< fa cubes >}} Inventory**.

1. Select a model or find your model by applying a filter or searching for it.^[[Working with the inventory](/guide/inventory/working-with-the-inventory.qmd#search-filter-and-sort-records)]

1. In the left sidebar, click **Validation** to open the validation report.

1. Expand any subsection of the validation report and complete your **Risk Assessment Notes** for a guideline.

1. Click **{{< fa wand-magic-sparkles >}} Suggest Validation Issues** next to the guideline you assessed.

The AI analyzes your risk assessment notes along with the guideline context to identify any gaps that warrant validation issues.

1. Review the suggested validation issues:

Each suggestion includes:

- A proposed title describing the issue
- A severity level based on the identified gap
- Recommended remediation actions

1. For each suggested issue, choose one of the following actions:

- Click **{{< fa check >}} Approve** to create the validation issue and link it to your report.
- Click **{{< fa xmark >}} Dismiss** to reject the suggestion if it doesn't apply.

1. After approving a validation issue, you can further customize it by clicking on the issue to edit fields such as owner, due date, and status.^[[Add and manage artifacts](/guide/model-validation/add-manage-artifacts.qmd)]

::: {.callout-important title="AI suggestions require review"}
Always review AI-generated validation issues before approving them. The suggestions are based on patterns in your risk assessment notes and may need adjustment to accurately reflect your findings.
:::
9 changes: 7 additions & 2 deletions site/guide/model-validation/assess-compliance.qmd
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Use the {{< var validmind.platform >}} to assess compliance of your models with guidelines based on analyzing evidence and artifacts.

Compliance assessments provide an unbiased starting point that enables more efficient discussions between validators and developers and involves three steps:
Compliance assessments provide an unbiased starting point that enables more efficient discussions between validators and developers and involves the following steps:

1. [Link evidence to reports](#link-evidence-to-reports)
2. [Link artifacts to reports](#link-artifacts-to-reports)
3. [Provide compliance assessments](#provide-compliance-assessments)
3. [Autogenerate validation issues](#autogenerate-validation-issues)
4. [Provide compliance assessments](#provide-compliance-assessments)

::: {.callout title="Compliance assessments cannot be performed within static PDF documents."}
You can only assess compliance within PDFs converted to editable documents,[^1] validation reports generated by the {{< var validmind.developer >}}, or validation reports created in the {{< var validmind.platform >}}.
Expand Down Expand Up @@ -68,6 +69,10 @@ To link evidence logged by developers^[[{{< var validmind.developer >}}](/develo

{{< include _link-artifacts-to-reports.qmd >}}

## Autogenerate validation issues

{{< include _autogenerate-validation-issues.qmd >}}

## Provide compliance assessments

{{< include _provide-compliance-assessments.qmd >}}
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