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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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Automated Restock

Daniel Kinsella
October 1, 2024 at 4:49 pm
Can we get an option to automatically restock the item based on resolution, not just when received. We still need to process, and inspect the item before we issue the refund, and we can't have our inventory adjusted upon recept. Thanks!
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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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Tags to alert merchants about combined orders.

Caleb Patel
July 19, 2024 at 10:48 am
In Shopify, merchants cannot identify which orders were combined in TTS. This will increase the risk of merchants repeatedly fulfil the same order items.   To address this issue proactively, I would recommend that we introduce a hint or tag within Shopify to alert merchants about combined orders, thus avoid this situation from happening.
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Notification before wine is shipping

Daniel Hauck
December 9, 2025 at 3:29 pm
A notification to give the customer the opportunity to change their requested ship date. This allows wineries to change the date without re-directing.  Using the RSD and sending a notification 3 days or so before. 
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Include a SKU column - Returns Dashboard

Lewis Steen
March 21, 2025 at 10:19 am
It would be useful to have a Sku column amognst the list when editing the returns dashboard. The image of the item is useful but often the item is enclosed in a boxed which is marked with the sku. Therefore at first glance, the sku is seen before the physical item.
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Parcel Sorting expediation

Kohle Kless
November 16, 2025 at 5:56 pm
My idea is that when a shipment comes in from China to America,instead of each parcel going right to LAX through customs,each one should go to it's respective state and provence,every state has a sorting and customs center,it would just make it easier to make one stop instead of two or three on the way to the packages final point of delivery,
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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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Manually add orders not yet shipped

Emily Kell
March 5, 2026 at 12:34 am
I don't want to sync my email, so it would be great to be able to add a record for items that I've ordered but haven't shipped yet. I can then edit/update the shipment when the tracking number is available. 
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The Growing Role of Smart Delivery Solutions

Smart box Lockers
October 16, 2025 at 9:07 am
As online shopping continues to expand, cities and businesses are looking for ways to simplify last-mile delivery. In this shift, automated parcel lockers have become a practical solution, helping reduce missed deliveries and improving convenience for both couriers and customers. Their use is steadily shaping the future of contactless and efficient package management.
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