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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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Sort by Delivery Day

jdkluck
November 6, 2025 at 1:16 pm
I was just tracking my packages and thought of something and was like man I wish there would be different layouts or sorting options. Like if I could sort it by ETD Dates, etc rather than just having them all listed and me doing the mental math of 3 days from now would be Friday, etc. Since of our would be able to be listed by delivery date I would know what packages I need to be on the lookout for that day at an early glance.
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Sync the customer's username from the TTS orders to Shopify.

Luke Gray
April 20, 2024 at 2:09 pm
We want to refer to the customer's username when packing the order. Right now, to do this, we need to download the tiktok orders, connect them to the shopify order number via the tiktok order in the notes field and then connect that to the order number in shipbob.   If we had the username in shopify, we could eliminate the step where we have to connect tiktok to shopify.
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Accurate tracking

Sara Sellar
September 4, 2025 at 7:59 pm
My package is currently reading that it is out for delivery in my area, but is still showing to be located in a totally different country so the tracking needs to be updated and fixed because this has been an ongoing issue that I've contacted them about for support and it's still reading the same way
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Mask words

De Lampfabriek NL
June 27, 2025 at 10:15 am
I want to be able to mask certain words such as 'flight'and ''import'', or ''customs''. As for EU customers this is not relevant infromation and they faster think goods are from china and want to return faster. When they see basic info and a EDD they are assured everything is good. They dont neem more info.
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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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Display RMA number barcode on Returns label

Michael Adams
June 1, 2024 at 10:35 am
I would like to include the RMA number barcode on the returns label. This way, upon receiving the returns label at my warehouse, I can simply scan the barcode to retrieve the RMA number. Subsequently, I can use this number to efficiently locate the corresponding RMA information within the returns system. This process will significantly enhance the operational efficiency of our RMA procedures.
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All customization of review reminder email

Ilse Arevalo
July 27, 2026 at 9:56 pm
the only customization allowed is subject line and preview text for the reminder email, can't change the body copy of the reminder email.    benefit would be to add a secondary reminder of receiving loyalty points/an incentivization 
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Show estimated delivery time on tracking pages

Amin Borghei
August 10, 2026 at 9:50 am
Most major carriers already provide an estimated delivery date/time as part of their tracking data, but this isn't currently surfaced in the app. Context: Customers tracking a shipment want to know when it will arrive, not just its current status. Right now they have to infer this themselves or check the carrier's own site separately. Issue to address: Add a field that displays the carrier's estimated delivery date (and time window, where the carrier provides one) on the tracking/order page. This would reduce "where is my order" support inquiries and improve the post-purchase experience. Suggestion: Pull the estimated delivery data from carriers that already expose it via their APIs, and display it prominently near the shipment status.
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