Illustrative example

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.

Bella Fashion Shop

Summer ceremony collection

Floral midi dress

Floral midi dress

Elegant dress with floral print, for summer ceremonies

€149In stock
XSSML
Pink satin dress

Pink satin dress

Satin dress with V-neck, for special occasions

€189In stock
SMLXL
Light blue maxi dress

Light blue maxi dress

Chiffon maxi dress, light and elegant

€169In stock
XSSM

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:

  1. A large fashion marketplace, with ceremony dresses from 40 to 200 euros
  2. A clothing chain, with its summer ceremony collection
  3. 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.

  1. 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.
  2. 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.
  3. 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.
  4. 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.
  5. 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

    Floral midi dress

    €149

  • Pink satin dress

    Pink satin dress

    €189

  • Light blue maxi dress

    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.