> ## Documentation Index
> Fetch the complete documentation index at: https://labs.laer.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Review Insights

### Overview

The **Review Insights** feature allows users to analyze and validate model-generated decisions on a document. Users can open a document, generate a **Review Run**, and select models to process the document, producing insights that explain model decisions.

### Accessing **Review Insights**

1. Open a document view.
2. Click on the **Review Insights** panel in the right sidebar.
3. Click the **Run New** button to create a new **Review Run**.
4. Select the models to run on the document. Currently, it supports two types of models, Text Classification and Text Generation.
5. The system will process the document and generate insights.

<Frame caption="Review Insights Panel">
  <img src="https://mintcdn.com/epiqai/nS5UcVIcNVyp4Qxh/images/Screenshot-2025-02-27-at-2.16.49-PM.png?fit=max&auto=format&n=nS5UcVIcNVyp4Qxh&q=85&s=ed053e669c11e9020b14c1dcf6a8b44e" alt="" width="3004" height="1708" data-path="images/Screenshot-2025-02-27-at-2.16.49-PM.png" />
</Frame>

<Frame caption="Review run configuration">
  <img src="https://mintcdn.com/epiqai/nS5UcVIcNVyp4Qxh/images/Screenshot-2025-02-27-at-2.28.36-PM.png?fit=max&auto=format&n=nS5UcVIcNVyp4Qxh&q=85&s=daf4cef223d7be0ff75a4709f8f48fa0" alt="" width="375" data-path="images/Screenshot-2025-02-27-at-2.28.36-PM.png" />
</Frame>

### Understanding **Review Insights** Output

Each **Review Run** provides structured insights into model predictions, including:

* **Tags**: Categories or labels assigned by the model.
* **Fields**: Output fields defined in the model instructions.&#x20;
* **Explanations**: Justifications for the model’s decision.
* **Highlighted Text**: Relevant document snippets supporting the model’s reasoning.
* **Confidence Scores**: A percentage indicating the model’s certainty in its decision.
* **Reasoning**: The model's thinking process.&#x20;

<Frame>
  <img src="https://mintcdn.com/epiqai/nS5UcVIcNVyp4Qxh/images/Screenshot-2025-02-27-at-2.29.34-PM.png?fit=max&auto=format&n=nS5UcVIcNVyp4Qxh&q=85&s=c551ecb4d3f72d5b1a1879ab41d7cd68" alt="" width="2272" height="1686" data-path="images/Screenshot-2025-02-27-at-2.29.34-PM.png" />
</Frame>

### Navigating **Review Insights** Output

* Click on any **highlighted text** in the insights panel to locate and view the corresponding snippet in the document.
* Users can provide feedback by clicking **thumbs up** or **thumbs down** to indicate the accuracy of the model’s decision.
* Insights can be re-run using different models or configurations by selecting **Rerun**.

### Apply predictions

You can copy the model’s decisions to Annotations and make further edits.
