# Automated Model Improvement Recommendations

<figure><img src="/files/DjK4rcchbo1N59wXo9YZ" alt=""><figcaption></figcaption></figure>

The Roboflow Model Evaluation tool now makes recommendations on how to improve your model. These recommendations are based on the results from your model confusion matrix.

The Model Evaluation tool can make recommendations based on:

* How to improve a model that predicts many false negatives.
* How to improve a model that predicts many false positives.
* What classes are often confused (mis-identified).
* What classes need more data to improve accuracy.
* When a test or validation set may be too small.
* And more.

You can see this feature by clicking the "Model Evaluation" button on any model trained on or uploaded to Roboflow.


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# Agent Instructions: 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:

```
GET https://docs.roboflow.com/changelog/explore-by-month/july-2025/automated-model-improvement-recommendations.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
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.