Operations guides
Operations guides for multi-platform e-commerce
Practical operations questions, one per guide: RAID AI, replenishment, Bundles, BBD (best-before date), cross-platform matching, HKTVmall multi-store operations and implementation assessment. Each guide gives the direct answer first.
AIAbout 3 min read
What does RAID's AI do, and what doesn't it do?
RAID's AI handles repetitive analysis and drafting: matching products across platforms, proposing a suggested price for each SKU, recommending replenishment baselines, writing product content in bulk, answering operations questions from your store data, and matching competitor products. The AI only makes suggestions or drafts content; price changes, orders and listings go ahead only after the merchant confirms them.
ListingAbout 2 min read
How can AI help write product titles, descriptions and English versions?
RAID's AI Batch (AI Studio) can write new product titles and descriptions in bulk, generate English translations and optimise product images (white-background or lifestyle shots). The AI writes only to the RAID product master and never publishes automatically; the content is used only after the team has checked it.
WorkflowsAbout 3 min read
Why does multichannel e-commerce get harder to manage as it grows?
Because as a business expands, its products, SKUs, prices, stock and batches of goods end up scattered across e-commerce platform back offices, its own online store, Excel, the warehouse or 3PL, and supplier documents. The same data has to be entered again and again, and processes depend more and more on manual consolidation and on individual colleagues' experience.
ReplenishmentAbout 3 min read
Why shouldn't a replenishment suggestion be a single total?
Because the same product can come in different Bundles, sit in different stores' stock and come from different suppliers. A useful replenishment suggestion has to be broken down by sales velocity, stock, turnover rate, replenishment cycle and supplier before it can produce an Excel purchase order that can be checked.
InventoryAbout 2 min read
One batch, different Bundles: how should the stock be allocated?
Set an allocation ratio for the batch first, deciding what percentage goes to each way of selling it, such as singles, 3-packs and 6-packs. Then divide the pieces each one receives by the number of pieces in its Pack Size to get the sellable quantity for each listing.
BBDAbout 3 min read
How do warehouse batches and BBDs map to platform products?
Use the Barcode as the bridge: batch data from the warehouse's stock-on-hand report is mapped to HKTVmall SKUs by Barcode, the system compiles the BBD (best-before date) updates that are needed, and the chosen store's product data is updated only after the team has reviewed and confirmed the change list.
WorkflowsAbout 3 min read
Why do price changes, restocks and listings need human confirmation?
Because the output of the system and the AI depends on whether merchant and third-party data is complete, up to date and correct; prices have to be checked against the business's pricing policy, gross margins and platform strategy; and order quantities need the merchant's final confirmation. So RAID works on an 'AI suggestion + human confirmation' basis: the AI and the system organise and suggest, and nothing runs until the merchant or their authorised staff have checked it.
ListingAbout 3 min read
How cross-platform products are matched: Barcode and AI title matching
Exact Barcode matching comes first, linking listings on different platforms that share a Barcode to the same physical product. Where there is no Barcode or the Barcodes do not agree, the AI suggests matches based on title similarity, and every suggestion must be approved by a person before it is applied.
HKTVmallAbout 4 min read
HKTVmall multi-store operations: how to centralise prices, stock and listings
Manage prices, stock and listing status centrally in one system: the AI proposes a suggested price for each SKU, the team makes the adjustments in one place, and the changes are pushed back to the HKTVmall merchant back office in batches, instead of being edited product by product in each store's back office. A preview is shown before each push, and nothing is submitted until it is confirmed.
ImplementationAbout 3 min read
What should you assess before implementing an e-commerce operations system?
Assess where you are first, then decide the scope. Look at six areas of your current operations: sales platforms and store structure; how products and SKUs are managed; stock and Bundle definitions; replenishment and supplier workflows; warehouse or 3PL operations; and existing systems and team workflows. Then confirm the features that fit and the implementation scope according to what you actually need.