"AI Smart Product Recommendation" uses AI algorithms to analyze product data and customer behavior, automatically suggesting products customers are most likely to be interested in, helping to boost your store’s overall conversion rate.
⚠️ Before you start, please be reminded:
- If you have customized your website layout or style using custom CSS, it may affect the display of this feature. Please regularly check your storefront status to ensure your store and layout function properly.
- It is recommended to install the "AI Smart Product Recommendation PLUS" app to enable the full features.
- If you have enabled the Layout Engine editor, please adjust the code according to the Notes before installing the "AI Smart Product Recommendation PLUS" app.
In this article, you'll find:
- Feature overview
- "AI Smart Product Recommendation PLUS" app
- Set up AI Smart Product Recommendation
- Manage AI Smart Product Recommendation
- Notes
1. Feature overview
AI Smart Product Recommendation automatically generates up to 20 recommended products based on the following 2 information, significantly increasing your store's conversion rate.
- Customer's order records: Other products frequently purchased by customers who bought this item.
- Product name, product description, and product category: Other products most relevant to this item.
*Note: If there are not enough products in your store, the recommendation results may be fewer than 20.
2. "AI Smart Product Recommendation PLUS" app
SHOPLINE has launched the "AI Smart Product Recommendation PLUS" app (referred to as the PLUS version). Here is a comparison of the main differences between the standard version and the PLUS version:
Standard Version |
PLUS Version |
|
Supported Pages |
|
|
Display Styles |
|
|
Performance Analysis |
|
|
Install the PLUS version
Step 1
Go to SHOPLINE Admin > [Apps] > [Apps Store]. Use the drop-down menu to select "Conversion" and "Merchandising".
Step 2
Find the "AI Smart Product Recommendation PLUS" app and click Install Now. For more information on app installation, please refer to: Apps Store.
Step 3
Continue with the authorization of relevant permissions and click Install & authorize to complete the process. After successful installation, the Admin will display "PLUS" next to the feature name.
3. Set up AI Smart Product Recommendation
i. Product Detail Page
Step 1
In the SHOPLINE Admin, go to [Products & Categories] > [Products] and click Edit next to the product to be edited.
Step 2
On the edit page, select the Info tab.
Step 3
Scroll down to the "Related Products" section to enable the Smart Product Recommendation feature.
Step 4
The Product Detail Page will display a "Related Products" section.
PLUS only ii. Product List Page (All Products / Categories / Search Results)
Step 1
Go to SHOPLINE Admin > [Products & Categories] > [AI Smart Product Recommendation PLUS] and click Edit on the right.
For related settings on this page, please refer to 4. Managing AI Smart Product Recommendation below.
Step 2
Once you enter the edit page, you can find the On/Off toggle in the top-right corner. The system is set to On by default.
Step 3
The Product List Page will display a "Related Products" section.
4. Manage AI Smart Product Recommendation
Go to SHOPLINE Admin > [Products & Categories] > [AI Smart Product Recommendations] to view overall performance, edit AI Smart Product Recommendation displays on each placement.
i. Performance analysis
You can view the performance of AI Smart Product Recommendations over the past 30 days, including the following metrics:
| Metric | Definition |
| GMV |
Total GMV generated from AI Smart Product Recommendation (excluding deleted orders). *Note: The percentage below represents the proportion of total online sales, calculated based only on orders created from the storefront. |
| Impressions | Total number of times smart recommended products were shown to users. |
| Click-Through Rate | Total clicks on smart recommended products (including "Instant Add to Cart" clicks) ÷ Impressions. |
| Conversion Rate | Number of products sold after clicking smart recommended products ÷ Total clicks on smart recommended products (including "Instant Add to Cart" clicks). |
*Remark: This page is updated daily and includes data for AI Smart Product Recommendation and Related Product Customization.
PLUS only Click the "View Performance Analytics" button to access the analytics page.
*Note: If you have not installed the "AI Smart Product Recommendation PLUS" app, the system will display sample data.
Click the date in the top-right corner, select the analysis range, and then click Apply.
*Note: The analysis range can only be set starting from 1 November 2024.
The system will display detailed data for the selected analysis range, and you can click on each metric to view it individually.
ii. Advanced settings
All pages currently using AI Smart Product Recommendations and their corresponding strategies will be displayed below. Click Edit on the right to configure the settings.
*Note: If you have not installed the "AI Smart Product Recommendation PLUS" app, you can only edit the Product Detail Page.
A. Select a recommendation strategy
Select an AI recommendation strategy. This strategy will apply to all products with AI Smart Product Recommendation enabled.
PLUS only B. Display Style
Set the display style for AI Smart Product Recommendation from the following three options:
- Full display: Shows 4 products per row on desktop and 2 products per row on mobile, with all products fully displayed.
- Single-line scroll: Shows 4 products at a time on desktop and 2 products at a time on mobile, with browsing limited to up to 20 products.
- Loop scroll: Shows 4 products at a time on desktop and 2 products at a time on mobile, with infinite looping available.
Click the icon in the top-right corner to preview the desktop and mobile display effects.
*Note: If you have not installed the "AI Smart Product Recommendation PLUS" app, you cannot select a display style. The system will default to "Full display".
C. Non-smart recommended products
This section displays products that do not use AI Smart Product Recommendation. You can search by product name or product SKU, and click Edit on the right to adjust the settings.
You can also click Reset to Smart Product Recommendation in the upper right to reset all products at once.
*Notes:
- This list is sorted by product creation date from newest to oldest.
- Resetting products is not immediate and may take up to 48 hours to take effect.
- If there are no non-smart recommended products in your store, this section will not be displayed.
5. Notes
- AI Smart Product Recommendation generates a selection of products based on the past shopping behavior of all customers.
- To increase the diversity of recommended products, customers might view a different range of relevant products when browsing the same product page using the same browser.
-
AI Smart Product Recommendation is updated daily or in real-time:
- Daily: Customer behavior data, such as browsing, clicks, and purchase information, is collected to recommend products that most customers are likely to be interested in.
-
Real-time:
- Information on products currently being browsed by all customers is gathered to recommend similar products to the customer.
- Data on products previously clicked or purchased by all customers is used to generate personalized recommendations for the customer.
- Add-ons and free gifts will NOT be included as recommended products.
- Out-of-stock, hidden, or deleted products will not be recommended (after a product is sold out or its availability status changes, the system will update the recommendation results within 1 hour).
- Shopper App currently does not support the AI Smart Product Recommendations feature, you can manually customize related products. If no related products are set, the system will automatically display other products from the same category.
- If you uninstall and reinstall the "AI Smart Product Recommendation PLUS" app, your previous settings will be restored. However, the performance analysis range will reset to its default value.
- If you have enabled the Layout Engine editor, please adjust the code according to the following scenarios before installing the "AI Smart Product Recommendation PLUS" app.
- If you have modified the related_products liquid block / have not modified the product-detail.liquid block: Please refer to document 1 and documentation 2. Then, contact the Online Merchant Success Team to remove your store from the protection list. Once you are notified that the removal is complete, proceed with the installation.
- If you have modified the product-detail.liquid block: Please refer to documentation 2 before installation.
Read more

Comments