Bella Fashion Shop: from catalog issues to verified results
An imaginary fashion store, a shopper’s question and the work ReadymadeForAI does to get it into AI assistant answers. Store, products and answers are examples.
The store
A fashion e-commerce with a collection of ceremony dresses: good products, fair prices, in stock.
Summer ceremony collection
Floral midi dress
Elegant dress with floral print, for summer ceremonies
Pink satin dress
Satin dress with V-neck, for special occasions
Light blue maxi dress
Chiffon maxi dress, light and elegant
The shopper’s question
Before: the store is missing
The shopper asks an AI assistant with web search for advice. The right products exist, but the answer mentions other stores.
AI assistant with web search
I'm looking for an elegant dress for a summer wedding, 200 euros max
Here are some options for a summer wedding:
- A large fashion marketplace, with ceremony dresses from 40 to 200 euros
- A clothing chain, with its summer ceremony collection
- An outlet site, with discounted designer dresses
I didn't find other stores with dresses that match this search.
What we found
Five issues, five verified fixes
For each problem: what ReadymadeForAI finds, what it proposes and how it checks that the fix worked.
01 Titles with internal codes
- Issue
- Titles are stock codes, like “Dress 2231 – NC24”: the title doesn't say what the product is.
- What we do
- We propose titles that say what it is and what occasion it suits, like “Floral midi ceremony dress”. You apply them after a preview.
- How we verify
- We measure the ceremony-dress questions again and check whether the store shows up in the answers.
02 Empty attributes
- Issue
- Occasion, length and fabric are empty: AI can't tell it's a summer wedding dress.
- What we do
- We derive the missing attributes from descriptions and product details, with a preview and an estimated cost before applying them.
- How we verify
- We check that the attributes reached the store and the structured data of the product pages.
03 Sizes and availability not machine-readable
- Issue
- Price, sizes and availability are visible to people on the page, but missing from the structured data search engines and assistants read.
- What we do
- We complete the product pages’ structured data with price, variants and availability.
- How we verify
- We follow the pages in Search Console until they are read correctly.
04 Products limited in Merchant Center
- Issue
- Some dresses are limited in Google Merchant Center because of missing product codes.
- What we do
- We separate products with a GTIN to recover from own-brand products that don't have one, and propose the right fix for each.
- How we verify
- We follow the Merchant Center warnings product by product until they close.
05 A fix with no effect
- Issue
- Descriptions get rewritten, but for the question “ceremony dresses under 200 euros” the store is still missing.
- What we do
- The fix is flagged as ineffective, not counted as a success. The diagnosis moves to the next cause: the collection page is not indexed.
- How we verify
- After the new fix we measure again: only what changes in the answers counts.
After the fixes
Same question, a different answer
With a correct catalog, pages and data, the answer can include the store’s products.
AI assistant with web search
I'm looking for an elegant dress for a summer wedding, 200 euros max
Bella Fashion Shop has three dresses for a summer wedding, all under 200 euros:
Floral midi dress
€149
Pink satin dress
€189
Light blue maxi dress
€169
All available in several sizes on the store website.
Answers vary between models and over time. That is why the measurement uses several models and questions, and is repeated after every fix.
Want to see your catalog’s issues?
We'll show you what ReadymadeForAI finds on a store like yours, or on the ones you manage for your clients.