'Smart' product category selection for product_type
Problem: Multiple merchant categories assigned to items
Google and other channels require a product_type to specify the merchant's category for each product.
Google recommends only one product_type be specified, so what happens when you have multiple categories assigned to an item?
To solve this problem, our optimized feeds calculate a field called 'aten_smart_product_category' based on your categories.
Solution: 'aten_smart_product_category' picks the best category
When an item is classified under multiple categories in your store, our system automatically selects the most appropriate category for use as the product_type.
If available for your store platform, the field will be named 'aten_smart_product_category' or something similar.
'aten_smart_product_category' will be mapped to 'product_type' on the Define Fields page.
(We can also map 'google_product_category' to these smart categories as part of our Categorization Service.)
How does it work?
The algorithm assigns a score to each merchant category based on the following criteria:
- How many 'levels' are the path? (higher is better)
- How many characters long is the category? (higher is better)
- Several other proprietary checks reduce the score.
It then picks the highest scoring category.
Next, it applies a clean-up rule to remove text from the category that is irrelevant to product type, such as 'All', 'Sale', "Holiday', etc.
This proprietary scoring algorithm has been hand-crafted and refined over many years, and works well for almost all merchants. It does not use any artificial intelligence (AI) algorithms.
Can I see what categories are being selected?
Yes. On the Manage Feed > Categories > Smart Category page in your account, you can find every unique Merchant Category Set and the Smart Category assigned to it. At the bottom of the page, you can find a summary list of all the Smart Categories used in the feed.
Can I change what categories are being selected with a Standard feed?
Not directly, but you can contact us and we can demote specific merchant categories in order for preferred categories to be selected instead. We can also add clean-up rules to remove unwanted prefixes, for example.
Can I change what categories are being selected with a Custom feed?
Yes, these feeds are fully customizable and you can contact us for ideas on the most efficient approach and a quote.