> For the complete documentation index, see [llms.txt](https://helpcenter.channable.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://helpcenter.channable.com/manage-improve-product-data/ai-readiness-score.md).

# AI Readiness score

Learn how AI Readiness scores product data for AI-powered discovery.

Your AI Readiness score in Channable measures how well your Google product data supports AI-powered discovery.

It evaluates the completeness, accuracy, and structure of key Google Shopping attributes. A higher score indicates that AI agents can better understand, compare, and recommend your products.

### How scoring works

<table><thead><tr><th width="186.9283447265625">Score</th><th>Meaning</th></tr></thead><tbody><tr><td><strong>High:</strong> 80–100%</td><td>The attribute is optimized for Google's agentic search. The data is complete, accurate, and structured for AI agents.</td></tr><tr><td><strong>Medium:</strong> 60–79%</td><td>The attribute is partly optimized. Gaps in completeness, accuracy, or structure can limit interpretation.</td></tr><tr><td><strong>Low:</strong> 0–59%</td><td>The attribute needs improvement. Missing, incomplete, or inconsistent data reduces its usefulness to AI agents.</td></tr></tbody></table>

### Attributes assessed

Your readiness score is determined by the quality of the following conversational and feed attributes:

**Conversational attributes**

| **Attribute**                                                                                                                    | **Use**                                                                                                                  | **Example**                                                                                                                                                                                                                                                          |
| -------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [Question and answer `[question_and_answer]`](https://support.google.com/merchants/answer/17085211)                              | Provides product-specific questions and answers that helps shoppers understand important features.                       | `"Can this blender crush ice?":"Yes, it includes an ice-crush setting.","Is the jug dishwasher safe?":"The removable jug is dishwasher safe`                                                                                                                         |
| [Document link `[document_link]`](https://support.google.com/merchants/answer/17084656)                                          | Provides URLs for useful product documents, such as manuals or care guides.                                              | <p><code><https://example.com/blender-user-guide.pdf></code><br>Separate multiple PDF URLs with commas:<br><code><https://example.com/blender-user-guide.pdf>, <https://example.com/blender-care-guide.pdf></code></p>                                               |
| [Related product `[related_product]`](https://support.google.com/merchants/answer/17085213)                                      | Connects a product with compatible, complementary, or required items.                                                    | <p>This group attribute includes:</p><p>Relationship type <code>\[relationship\_type]</code></p><p>Identifier type <code>\[identifier\_type]</code></p><p>Identifier <code>\[identifier]</code></p><p>Example:</p><p><code>compatible\_with:sku:KETTLE-01</code></p> |
| <p><a href="https://support.google.com/merchants/answer/17085146">Item group title<br><code>\[item\_group\_title]</code></a></p> | Used with `[item_group_id]` to name a group of product variants.                                                         | `Trail Runner Shoe`                                                                                                                                                                                                                                                  |
| [Variant option `[variant_option]`](https://support.google.com/merchants/answer/17085214)                                        | Used with `[item_group_title]` and `[item_group_id]` to describe each variant’s distinguishing properties.               | <p>This group attribute includes:</p><p>Name <code>\[name]</code></p><p>Value <code>\[value]</code></p><p>Example:</p><p><code>color:forest green,size:42</code></p>                                                                                                 |
| [Popularity rank `[popularity_rank]`](https://support.google.com/merchants/answer/17085297)                                      | Indicates an item’s popularity as a percentage of your inventory. Higher values represent stronger relative performance. | `88.2`                                                                                                                                                                                                                                                               |

**Feed attributes**

* Title
* Description
* Product type
* Product detail
* Lifestyle images
* Additional images
* Product highlights
* Sale price

***

### Example product data

Product data for one variant of wireless headphones using conversational attributes:

| **Attribute**                                                       | **Value**                                                                                                                                                          |
| ------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
| <p>ID<br><code>\[id]</code></p>                                     | aerosound-x2-black                                                                                                                                                 |
| <p>Item group ID<br><code>\[item\_group\_id]</code></p>             | aerosound-x2                                                                                                                                                       |
| <p>Title<br><code>\[title]</code></p>                               | AeroSound X2 wireless headphones, black                                                                                                                            |
| <p>Item group title<br><code>\[item\_group\_title]</code></p>       | AeroSound X2 wireless headphones                                                                                                                                   |
| <p>Variant option<br><code>\[variant\_option]</code></p>            | color:black                                                                                                                                                        |
| <p>Question and answer<br><code>\[question\_and\_answer]</code></p> | "Does it include a charging cable?":"Yes, it includes a USB-C charging cable.","Can I use it for calls?":"Yes, the built-in microphone supports hands-free calls." |
| <p>Product highlight<br><code>\[product\_highlight]</code></p>      | “Up to 32 hours of battery life”, “Active noise cancellation”, “Built-in microphone for calls”                                                                     |
| <p>Product detail<br><code>\[product\_detail]</code></p>            | Audio:Noise cancellation:"Active noise cancellation", Power:Battery life:"Up to 32 hours", Connectivity:Charging port:"USB-C"                                      |
| <p>Related product<br><code>\[related\_product]</code></p>          | <p>often\_bought\_with:sku:AEROCARRY-01,<br>accessory:sku:AEROCASE-01</p>                                                                                          |
| <p>Popularity rank<br><code>\[popularity\_rank]</code></p>          | 88.2                                                                                                                                                               |
| <p>Document link<br><code>\[document\_link]</code></p>              | <https://example.com/aerosound-x2-user-guide.pdf>                                                                                                                  |
| <p>Link<br><code>\[link]</code></p>                                 | <https://example.com/aerosound-x2-black>                                                                                                                           |
| <p>Image link<br><code>\[image\_link]</code></p>                    | <https://example.com/images/aerosound-x2-black.jpg>                                                                                                                |
| <p>Availability<br><code>\[availability]</code></p>                 | `in_stock`                                                                                                                                                         |
| <p>Price<br><code>\[price]</code></p>                               | 149.00 USD                                                                                                                                                         |
| <p>Brand<br><code>\[brand]</code></p>                               | AeroSound                                                                                                                                                          |
| <p>GTIN<br><code>\[gtin]</code></p>                                 | 9501234567890                                                                                                                                                      |
| <p>MPN<br><code>\[mpn]</code></p>                                   | ASX2-BLK                                                                                                                                                           |
| <p>Condition<br><code>\[condition]</code></p>                       | `new`                                                                                                                                                              |
| <p>Color<br><code>\[color]</code></p>                               | Black                                                                                                                                                              |
| <p>Shipping<br><code>\[shipping]</code></p>                         | 0.00 USD                                                                                                                                                           |

### Set up AI Readiness attributes

Generate, format, and map attributes in [Set up AI Readiness attributes](/manage-improve-product-data/ai-readiness-score/set-up-ai-readiness-attributes.md).


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