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

Score	Meaning
High: 80–100%	The attribute is optimized for Google's agentic search. The data is complete, accurate, and structured for AI agents.
Medium: 60–79%	The attribute is partly optimized. Gaps in completeness, accuracy, or structure can limit interpretation.
Low: 0–59%	The attribute needs improvement. Missing, incomplete, or inconsistent data reduces its usefulness to AI agents.

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]	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]	Provides URLs for useful product documents, such as manuals or care guides.	https://example.com/blender-user-guide.pdf Separate multiple PDF URLs with commas: https://example.com/blender-user-guide.pdf, https://example.com/blender-care-guide.pdf
Related product [related_product]	Connects a product with compatible, complementary, or required items.	This group attribute includes: Relationship type [relationship_type] Identifier type [identifier_type] Identifier [identifier] Example: compatible_with:sku:KETTLE-01
Item group title [item_group_title]	Used with [item_group_id] to name a group of product variants.	Trail Runner Shoe
Variant option [variant_option]	Used with [item_group_title] and [item_group_id] to describe each variant’s distinguishing properties.	This group attribute includes: Name [name] Value [value] Example: color:forest green,size:42
Popularity rank [popularity_rank]	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

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Example product data

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

Attribute	Value
ID [id]	aerosound-x2-black
Item group ID [item_group_id]	aerosound-x2
Title [title]	AeroSound X2 wireless headphones, black
Item group title [item_group_title]	AeroSound X2 wireless headphones
Variant option [variant_option]	color:black
Question and answer [question_and_answer]	"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."
Product highlight [product_highlight]	“Up to 32 hours of battery life”, “Active noise cancellation”, “Built-in microphone for calls”
Product detail [product_detail]	Audio:Noise cancellation:"Active noise cancellation", Power:Battery life:"Up to 32 hours", Connectivity:Charging port:"USB-C"
Related product [related_product]	often_bought_with:sku:AEROCARRY-01, accessory:sku:AEROCASE-01
Popularity rank [popularity_rank]	88.2
Document link [document_link]	https://example.com/aerosound-x2-user-guide.pdf
Link [link]	https://example.com/aerosound-x2-black
Image link [image_link]	https://example.com/images/aerosound-x2-black.jpg
Availability [availability]	in_stock
Price [price]	149.00 USD
Brand [brand]	AeroSound
GTIN [gtin]	9501234567890
MPN [mpn]	ASX2-BLK
Condition [condition]	new
Color [color]	Black
Shipping [shipping]	0.00 USD

Set up AI Readiness attributes

Generate, format, and map attributes in Set up AI Readiness attributes.