Do not start with every SKU
A 600-product catalog can turn “improve AI visibility” into a six-month copy project. The better starting point is ten products where clearer facts can affect a real buying decision.
Create a spreadsheet with one row per candidate product and score four factors from 0 to 3:
| Factor | 0 | 1 | 2 | 3 |
|---|---|---|---|---|
| Commercial value | rarely sells | occasional | steady | hero product |
| Buyer complexity | almost none | one constraint | several constraints | comparison-heavy |
| Information gap | complete | minor gap | important gap | decisive facts absent |
| Inventory stability | discontinued | frequently unavailable | seasonal | reliably available |
Add the scores. Work on products scoring 8 or more first. A high-revenue product with missing compatibility information should outrank a low-volume candle that is already easy to understand.
Use a real catalog decision
Westline Trail Gear sells 140 items. Its top seller is a basic water bottle, but the buyer decision is simple and the page is complete. Its commuter rain shell ranks second in revenue and generates repeated questions about waterproof rating, hood fit, packed size, and whether it fits over a blazer.
The shell should be in the first ten because:
- buyers use several constraints when comparing it
- returns can result from an unclear fit
- material and waterproof rating are missing from the main description
- the product is normally in stock
The water bottle can wait even if it sells slightly more units.
Pick a balanced first ten
Use this allocation:
| Product role | Number |
|---|---|
| top revenue products | 3 |
| high-margin products | 2 |
| products with repeated presale questions | 2 |
| products losing comparisons to clearer competitors | 2 |
| new strategic product | 1 |
Do not select ten nearly identical variants. A variant is a purchasable version such as size or color; a SKU is the merchant’s inventory identifier for that version. Select ten parent products, then fix the important variants within each one.
Audit the buyer facts
For each selected product, write one sentence a buyer might ask:
Which waterproof commuter jacket packs into a work bag,
fits over office clothing, and is available in men's 2XL?
Now list every fact required to answer it:
- waterproof standard or tested rating
- packed dimensions or weight
- fit guidance
- available size range
- current stock for the relevant variant
These become your attribute checklist. Some belong in normal Shopify fields; others may use metafields. Your theme should display them as readable text, and the technical implementation should keep Product schema and connected product feeds consistent.
Define completion before editing
A product is not “optimized” because the description is longer. Mark it complete only when:
- the decisive buyer facts are visible
- exclusions are stated
- variants have stable identifiers
- price and availability agree across the page
- shipping or subscription conditions are not hidden
- one person owns future updates
Record the public URL and the date. Recheck the same ten products after a theme migration, catalog import, or feed-app change.
For field-level implementation, continue with Improve Shopify product descriptions around buyer intent and Add missing brand and product identifiers.
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