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

# Feedback

> Review attendee feedback about sponsor technologies with AI-powered sentiment analysis

The **Feedback** tab in the Event Management dashboard lets you review and manage developer feedback about sponsor technologies used during your event. Access it from the [Event Management Overview](/event-management/overview) by clicking the **Feedback** tab.

## Viewing feedback

The feedback page displays all feedback entries submitted by attendees. Each entry shows:

| Field                  | Description                                                                  |
| ---------------------- | ---------------------------------------------------------------------------- |
| **Attendee**           | Name of the person who submitted feedback                                    |
| **Sponsor/Technology** | The sponsor company or technology the feedback is about                      |
| **Category**           | Type of feedback (Bug Report, Feature Request, Question, Note, or Other)     |
| **Content**            | The feedback text                                                            |
| **Sentiment**          | AI-analyzed sentiment (Positive, Neutral, or Negative) with confidence score |
| **AI Detection**       | Probability that the content was AI-generated vs human-written               |
| **Status**             | Whether the feedback has been accepted or rejected                           |

## Feedback categories

Attendees categorize their feedback when submitting:

| Category            | Description                                                           |
| ------------------- | --------------------------------------------------------------------- |
| **Bug Report**      | Technical issue or bug encountered while using a sponsor's technology |
| **Feature Request** | Suggestion for a new feature or improvement                           |
| **Question**        | Question about the technology or its capabilities                     |
| **Note**            | General observation or comment                                        |
| **Other**           | Feedback that doesn't fit the above categories                        |

## AI-powered sentiment analysis

Each feedback entry is automatically analyzed for sentiment:

* **Positive** — the attendee had a good experience with the technology
* **Neutral** — the feedback is informational or balanced
* **Negative** — the attendee encountered issues or had a poor experience

Sentiment scores range from 0 to 1, with higher scores indicating stronger confidence in the classification.

<Tip>Use sentiment breakdowns to give sponsors a quick overview of how developers received their technology at the event.</Tip>

## AI-generated content detection

Feedback entries are scanned using GPTZero integration to detect AI-generated content. The detection shows:

* **Human probability** — likelihood the feedback was written by a human
* **AI probability** — likelihood the feedback was generated by AI

This helps ensure the quality and authenticity of feedback shared with sponsors.

## Accepting and rejecting feedback

Review each feedback entry and decide whether to include it in reports:

<Steps>
  <Step title="Review the feedback">
    Read the feedback content, check the sentiment analysis, and review the AI detection score.
  </Step>

  <Step title="Accept or reject">
    Click **Accept** to include the feedback in sponsor reports, or **Reject** to exclude it. Rejected feedback is hidden from reports but not deleted.
  </Step>
</Steps>

<Warning>Review feedback before sharing with sponsors. Rejecting low-quality or AI-generated entries helps maintain the credibility of your event's feedback program.</Warning>

## Feedback statistics

The feedback dashboard shows aggregate metrics:

* **Total feedback** — number of feedback entries submitted
* **Sentiment breakdown** — count and percentage of positive, neutral, and negative feedback
* **By category** — distribution across Bug Report, Feature Request, Question, Note, and Other
* **By sponsor** — feedback volume per sponsor technology

<Note>Feedback data can be shared with sponsors in post-event reports to demonstrate developer engagement and collect actionable product insights.</Note>

## Next steps

<Columns>
  <Card title="Sponsorships" icon="handshake" href="/event-management/sponsorships">
    View and manage event sponsors.
  </Card>

  <Card title="Prizes" icon="trophy" href="/event-management/prizes">
    Create prizes and assign winners.
  </Card>

  <Card title="Event Settings" icon="gear" href="/event-management/event-settings">
    Configure event settings and features.
  </Card>
</Columns>