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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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Each product page has searchable and filterable product reviews to set customer expectations.

James Wilson
June 19, 2024 at 3:49 pm
For instance, customers can quickly locate reviews based on size, incorporate images and videos, consider age, product characteristics, and the reviewer's recommendation status.
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Highlight which module/box is selected during RMA Request Flow

Jason Ma
January 31, 2025 at 7:01 pm
Items + return reasons are not clearly highlighted/shown as selected, during the Return Request flow on the RC portal.    Request: During the return flow more clearly define that an item/return resolution is selected. i.e. have text say “Selected” or have the box change colour when an item/resolution is selected beyond just the black box. 
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Filter Shipping Exceptions

Jamie Fernandez
April 9, 2025 at 8:04 pm
Would like to be able to filter the shipping exceptions so I only receive ones for damages. Especially after a club run, we can receive many notices for delivery exceptions which can include delays, intercepts, etc. However, the ones we would primarily like to receive are for damages. we would like to catch these before the customer reaches out to let us know or from the return report.
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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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Tracking dynamic updates for Emails

Sophia Anderson
March 8, 2024 at 3:29 pm
I guess for shipping emails sent out to my customers, it would be nice to have dynamic info that updates as the package progresses through the network. I also want all my existing emails to stay current.   The reason is simply that I wanna give my customers a unified experience by delivering consistent messages to them. I believe this will help with my customer satisfaction.
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Create a flow for Weather Holds on wine

Sarah Swindell
March 13, 2025 at 8:32 pm
Hi there, We ship wine, which means orders are often held by our fulfilment center when temperatures along the route are above or below certian threshold we have set. I would like to create a flow that automatically notifies the customer that their order has been flagged for a weather hold and ensures them it is still on the way. Is this possible? Thanks
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Exporting Reports for Notifications

Nicole Steever
June 3, 2025 at 6:40 pm
Can we have a way to export the report of the notifications? So for example, I would love to be able to export the list of people who had bounced emails for our shipping notifications or even to export the list of folks who did not open the message. 
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Enhance exchange process for tax reporting reconciliation purpose

Alexander Cook
April 3, 2024 at 10:25 pm
As a business owner, having precise accounting records is essential for tax purposes. It's particularly important to account for returns correctly by adjusting for them and deducting the relevant taxes to prevent overpayment.   I've observed that Shopify currently only accommodates refunds, lacking store credit or exchange options for returns. Therefore, if aftership Return could support all three options and assist in reconciling taxes and producing accurate tax reports for returns, it would greatly benefit our operations.
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Aftership Tracking App Suggestions

Saix XIII
September 14, 2026 at 6:39 am
 I just started using the app today and overall I do like it, but I have a few minor suggestions. 1. A compact mode: right now the list of tracking numbers/packages is very spread out. Consolidating it would make it look cleaner, IMO. 2. Allow me to put tags on them, custom or otherwise. For example I have a few incoming packages and a few outgoing ones. It would be nice to add tags to differentiate them and also filter by them if needed. Hopefully that made sense. Thank you.
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