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

# Shopping Insights

> Product recommendations extracted from AI responses in Looker Studio.

Product recommendations extracted from AI responses (Google AI Overview shopping results).

<Tabs>
  <Tab title="Dimensions">
    | Field         | Type | Description                                  |
    | ------------- | ---- | -------------------------------------------- |
    | `date`        | Date | Analysis date (YYYY-MM-DD)                   |
    | `provider`    | Text | AI provider name                             |
    | `prompt`      | Text | Original prompt (truncated to 200 chars)     |
    | `productName` | Text | Product name                                 |
    | `description` | Text | Product description (truncated to 300 chars) |
    | `image`       | Text | Product image URL                            |
  </Tab>

  <Tab title="Metrics">
    | Field          | Type   | Description                  |
    | -------------- | ------ | ---------------------------- |
    | `rating`       | Number | Product rating (0-5)         |
    | `reviews`      | Number | Number of reviews            |
    | `optionsCount` | Number | Number of purchasing options |
  </Tab>
</Tabs>

## Best For

* E-commerce visibility tracking
* Product presence in AI shopping results
* Competitive product analysis
* Understanding AI product recommendations