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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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Searchable Idea Portal

Andrew Bird
August 15, 2025 at 12:43 pm
Seems like a basic thing, but when I have an enhancement I'd like to submit, I want to ensure I don't duplicate someone else's submission.  Obviously that's why there is an 'upvote' button.  The only way to determine if there is something worth upvoting is to scroll through the entire list from top to bottom.
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ACI EXPRESS

Salil Gupte
March 22, 2026 at 12:50 pm
Please add the shipping company ACI EXPRESS, which is based in South Korea. They have partnerships with multiple overseas shipping companies, and a lot of merchandise is being shipped through ACI Express to the USA and the Middle East, especially after the implementation of tariffs in the USA.
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Anti-fraud reporting and risk checks

Penelope Perry
March 4, 2024 at 5:19 pm
As a business owner, I am seeking a system that can facilitate risk level scoring for each RMA (Return Merchandise Authorization) and enable my staff to input risk assessment findings based on actual RMA inspections. This system will enable us to assess risk levels effectively and respond accordingly. Moreover, the system will allow for the reporting of any detected fraud instances.   Implementing this system is crucial for mitigating fraud occurrences, as well as proactively preventing future fraudulent activities. Such measures are instrumental in safeguarding my business's profitability in the long term.
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Preview and Explanation of Merchandising Strategies

Amelia Robinson
July 15, 2024 at 11:13 pm
While using personalization, I want to understand the actual product results generated by these algorithms and the reason behind the chosen product displays for shoppers.   If I can preview the recommendation results in the admin, it would reduce uncertainty, ensure optimal outcomes, and improve my marketing strategies to boost conversions.
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Tracking by Account Number

Chris Nichols
November 6, 2024 at 10:34 pm
As a user, I'd like the ability to pull in tracking numbers to my dashboard by parcel account number so that I can view all shipments assigned to a specific or multiple parcel accounts.   For example I have 10 parcel accounts (4 with DHL and 6 with FedEx). I'd like the ability to utilize the parcel account number(s) instead of the API to pull in tracking associated with my parcel accounts.
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Exclude specific products from exchange eligibility in the "Shop Now" (exchange on your own website) flow

Roqeeb Olaniyi
August 22, 2026 at 1:14 am
What is the context  When using AfterShip Returns with the "Shop Now" / "exchange for anything" option that redirects customers to shop on the merchant's own store, customers can select any product available on the store as their exchange item. What issue do you want to address? There is currently no way to exclude specific products from being selectable as exchange items in this flow. The existing exclusion controls (the block list and excluding products from recommendations via product tags) only apply when AfterShip is recommending products or when "Exchange on AfterShip returns page" is selected. When customers shop directly on the merchant's own website via "Shop Now," these exclusions do not apply, so restricted products remain selectable. This allows customers to exchange low-value items for high-value products, resulting in margin loss and exchange abuse. The only current workaround, switching to "Exchange on AfterShip returns page," removes the on-store shopping experience the merchant wants to keep.   What outcome do you expect? The ability to exclude specific products from being eligible exchange items while still using the "Shop Now" flow where customers shop on the merchant's own website. Ideally the exclusion could be defined by SKU, in addition to collection or product tag, since some merchants do not have the relevant products grouped in a collection and may not have access to create collections in Shopify.   Who will benefit from your idea? Merchants using the "Shop Now" exchange flow who need to prevent certain products from being selected as exchange items, protecting their margins and preventing exchange abuse while preserving the branded on-site shopping experience during exchanges.
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Integration with Tiendanube.com

Camisas Habers
April 2, 2025 at 3:32 pm
leading latin america e commerce platform https://tiendanube.com
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How does AEDD algorithm account for extreme weather?

Aurora Bryant
February 25, 2024 at 6:52 pm
Honestly, this would help us to ease our shoppers through possible delays proactively.
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Aftership returns showing resolved after refunded in Shopify

ServiceTeam Clickstop
July 28, 2026 at 7:07 pm
In our business we refund direcly in Shopify for our returns that are made from our online website. It would be nice if the status of Shopify shows refunded or partically refund that Aftership would show the return as resolved. Some of the tracking information has to be put in manaully and we have multiple people on our team and if they do not do it correctly our customers receive emails that their return was not send and is expiring when they have already been refunded. 
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