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Can AI be used to address differences among products within the same category?

Nathan Rivera
April 15, 2024 at 8:52 am
I work in the furniture industry with thousands of products and continuous new product listings.   Consumers often inquire about variations in materials and sizes between similar pieces of furniture, placing a significant burden on my support team. Generating comparison pages for every query we receive is unfeasible due to the volume of requests.   Given the potential of AI to suggest comparable items, could it also be leveraged to pinpoint disparities among products and present these distinctions to consumers? Such a system can alleviate my workload significantly and potentially reduce bounce rates as well.
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Add SKU numbers in the return portal

Rowan Valentin
January 28, 2025 at 2:24 pm
Goal: To make it easier for customers to accurately select the correct item for return when using the return portal. Preconditions: The customer has placed an order containing multiple items, some of which may have similar or identical titles, colors, or sizes. The SKU numbers for the items exist in the system but are not currently displayed in the return portal. Trigger: The customer initiates a return and accesses the return portal to select the item(s) they wish to return. Basic Flow: The customer logs into the return portal. The portal displays the items from their order, including details such as title, color, size, and now the SKU number for each item. The customer uses the SKU number to cross-reference their order confirmation or invoice, ensuring they select the correct item for return. The customer completes the return process with confidence that the correct item has been selected. Postconditions: The customer successfully returns the correct item without confusion. The support team receives fewer inquiries about mismatched returns. Benefits: For Customers: Improved user experience by reducing confusion when selecting items for return. Greater confidence in completing returns independently. For the Business: Reduced customer support requests related to returns. Increased efficiency in processing returns, minimizing errors caused by incorrect item selection. Priority: Medium – This enhancement has a high potential to improve customer satisfaction with a relatively low implementation effort. Technical Requirements: Modify the front-end display of the return portal to include SKU numbers as part of the product details. Ensure the SKU numbers are fetched and displayed consistently across all customer orders. This use case focuses on enhancing the clarity of the return process for customers while streamlining operational efficiency for the business.
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Perhaps AI can help me select videos to showcase?

Ella Green
July 1, 2024 at 9:30 pm
The same videos are displayed to shoppers on my collection page or recommendation widgets. I want greater exposure to alternative products and videos, but selecting which ones to display and updating them regularly feels overwhelming.   Furthermore, testing to determine which video garners the most traffic is even more challenging. I have no idea if my efforts will result in sales. If only there is a tool could help!
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Carousel widget for shipping reviews

Nikita Singh
August 22, 2025 at 3:49 am
We want the ability to display shipping reviews to front end customers/users to give them social proof and increase conversion rates. Fast, cheap, convenient and reliable delivery helps to boost conversion rates, especially when you're entering a new market and trying to build brand awareness/trust. It also helps to get customers who are used to visiting your retail stores to shift to shopping online instead of just going in to a store. Currently, shipping reviews are only available to back end users and internal teams in the aftership portal, but we want to be able to have a customisable widget that we can display on places like the homepage, PDPs, information pages like shipping & delivery info pages etc... We can pick and choose or set up rules to automate showing a handful of reviews related to the shipping customer experience.
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Returns Order Item Display - Customize Blocklist Error Message Based on Order Items

Jason Ma
February 13, 2025 at 9:45 pm
Brand noted they’d like to be able to clearly communicate why certain Products are on the Blocklist - instead of the general text we have in place, without specifically making the customer review the Policy as a whole. Asking if we could define the error at the Blocklist Product Tag entry level. If the value is left blank, use default content.   Current state: After end consumer logs in with Order, non returnable items are greyed and out and we show at the line level a message that states "Does not comply with our return policy."   Desired State: After end consumer logs in with Order, non returnable items are greyed and out and we show at the line level a message from a configurable setting within RC where we can pass SKU or Product Category specific messages that state why an item is nt returnable like "Digital Goods are not returnable" or "Bundled Item cannot be returned" or "Last years models are not returnable but warranty available".   We'd like to be able to configure our own blocklist message for order item display when the end consumer logs into RC.
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Upload label manually from external source and link (instead of file only)

Alexander Kobbevik
October 25, 2024 at 11:06 am
Upload label manually from external source and link (instead of file only) Today its only possible to upload label manually through file via computer.   Hope this will change and we ca upload via external url
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Free shipping thresholds customization

Avery Bailey
April 28, 2024 at 7:42 pm
I want to fully customize different free shipping thresholds for different currencies/regions.   This would better compensate for my shipping costs in different currencies and may also increase the order value.
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Warranty Add-On Feedback

Cindy Rodriguez
November 7, 2024 at 12:36 am
Hi there,    We’re planning to fully transition to your warranty return platform and would like to see the following improvements: * Dynamic Reference Lines on Return Shipping Labels: We’d like the option to add customizable reference lines on shipping labels. While there are default placeholders available, we need a more flexible solution to include internal notes that will help us organize returns efficiently. * Delayed Replacement Order Processing: We’d prefer the ability to process a replacement order without sending it to Shopify until the carrier marks the warranty return as “en route.” * Regex Validation for Warranty Intake Form: Adding regex validation would help us ensure inputs follow specific formats, such as order numbers or serial numbers, for better accuracy.
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Support setting the total number of emails that can be sent by each contact within a certain period of time (frequency)

Scarlett Carter
August 27, 2024 at 11:52 am
Support setting the total number of emails that can be sent by each contact within a certain period of time (frequency), including flows and newsletters.   I aim to reduce interruptions for my customers while still capturing important messages, which is why I am seeking more flexibility in the configurations.
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Custom RMA Cancellation Timeframe

Abby Hatchimonji
March 11, 2025 at 8:33 pm
Enable merchants to customize the duration before an RMA is automatically canceled. Currently, the system only allows for auto-cancellation after 28 days of inactivity. To better suit our company's needs, we would like the option to extend this period.
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