For fashion brands on Shopify
Your Shopify catalog already holds the answers to fit questions. See if AI tools can read them.
Most Shopify fashion stores keep size charts in an image, fabric details in a theme tab and model measurements nowhere at all. Found in AI shows which style and fit questions name your store, and which product details are missing from the pages AI tools read.
5 AI toolsUp to 300 tracked questionsWorks on the site you already have
Which brands sell wide leg trousers with a long inseam for tall women?
Tall specific ranges usually list a 34 to 36 inch inseam. Competitor B shows the inseam for every size directly in the product description, and Competitor C has a tall collection filtered by leg length.
How buyers decide
Your customers are asking AI first. Here is what they ask.
At a glance, from the sample
- 4 of 8
- tracked questions name you
- 5
- AI tools asked each question
- 3
- gaps, each with a page to publish
On Shopify, the details that answer a fit question tend to live in places AI tools cannot see well. Size charts uploaded as images, measurements tucked inside a theme accordion that loads with scripts, and fabric notes stored in a metafield the theme never displays all count for very little. The labels named most often put the inseam, rise, fabric weight and model height in the text of the product page itself.
Variants are where many stores lose detail. A trouser offered in petite, regular and tall often shares one description, so the extra length that makes the tall variant special is never stated in words. Writing a line per variant, or a short fit note per length, gives an assistant something specific to repeat when someone asks for a long inseam or a cropped length.
Collections are the other half. A tall edit, a workwear capsule or a wedding guest collection with two or three paragraphs of real guidance at the top becomes a page an AI answer can cite for a broad question. A collection that is only a grid of product tiles with a heading gives it nothing to say beyond the heading.
Questions we would track
Eight questions from your customers, and who gets named.
Real questions a shopper types into an AI tool. Each card shows who the sample answer named.
- Names youWide leg trousers with a long inseam for tall women
- Names youWhich labels show model height and size on every product?
- Names youWhich online boutiques have a petite section with real measurements?
- Names youDoes this store's sizing run small or large?
- Competitors onlyWedding guest dresses with sleeves under a mid range budget
- Competitors onlyLinen shirt that is not see-through in white
- Competitors onlyMaternity friendly dresses that work after pregnancy too
- Competitors onlySweaters made from responsibly sourced wool
Every example on this site is a sample with fictional businesses. It shows what a report looks like, not a result anyone was promised.
Sample report
What your monthly report looks like.
Five tracked questions, asked of the five AI tools. Each cell records whether the answer named you, linked you, or named only competitors.
| Question | ChatGPT | Claude | Perplexity | Gemini | Google AI Overviews |
|---|---|---|---|---|---|
| Long inseam wide leg trousers | Competitor named, you were not | Named | Named | Competitor named, you were not | Competitor named, you were not |
| Wedding guest dresses with sleeves | No business named | Competitor named, you were not | Competitor named, you were not | No business named | Competitor named, you were not |
| Model height and size shown | Named and linked | Named | Competitor named, you were not | Named | Competitor named, you were not |
| White linen shirt, not sheer | Competitor named, you were not | Competitor named, you were not | No business named | Competitor named, you were not | No business named |
| Petite section with measurements | Named | Competitor named, you were not | Named and linked | Competitor named, you were not | Named |
AI Visibility ScoreSample data
MayJunJulAugSepOct
+3 since your last scan
What AI tools can use
Content that answers the questions in your trade.
We cannot decide what an AI tool says. What you can control is whether your website answers your customers' questions clearly. These are the kinds of pages that do.
- 01
Size charts as text, not images
Put the size chart in the page as a table, and add the key measurements for each variant to the description. An image of a chart is a picture to a crawler, while a table is data it can quote.
- 02
Metafields your theme actually shows
If fabric, care or fit details live in metafields, make sure the product template renders them as visible text. Details that exist only in the admin never reach an AI answer.
- 03
Collection pages with real guidance
Give your main collections a short introduction that explains who they are for and how the pieces fit together. A tall edit or a travel capsule with written guidance can be cited for broad style questions.
- 04
Reviews that mention fit
Ask for height, usual size and fit in your review form and show those fields on the page. Answers about whether a style runs small often repeat what reviewers wrote.
On Shopify
How the fixes reach your Shopify store.
Connecting
The setup wizard walks you through a small custom app in your Shopify admin. Our public app is in Shopify's review, and the one-click install replaces this step once it is approved.
Product pages
The Product Page Writer drafts a fuller description, an SEO title, an SEO description and image alt text from your own product data. Nothing changes until you press Update my store.
Collection pages and articles
When a gap is best answered by a collection page or a new article, we write it for you, ready to paste into Shopify or download as Google Docs, Word, HTML or Markdown.
Gaps
Where a competitor was named and you were not.
Every report lists these gaps, with an idea for what to publish to answer each question.
Questions about shopify fashion brands
Does it matter that our store is on Shopify?
It matters for where your product details live. Many Shopify themes hide size and fabric information in images or scripted tabs, so we look at which product pages AI answers link to and which details they seem to be missing.
How is this page different from the general fashion page?
The fashion page covers what shoppers ask. This one adds the Shopify side: variants, metafields, collections and themes, which decide whether your answers to those questions are readable at all.
Can you guarantee our products show up in AI shopping answers?
No one can guarantee what AI tools say. We track your store's appearances against named competitors each month and show the product and collection gaps worth fixing first.
Which questions should a Shopify fashion store track?
Start with your best sellers and your hardest fit problems, then add one collection level question per season. We suggest a starting list from your catalog that you can change.
Other industries
See the questions and sample reports for nearby trades.
Track whether AI tools suggest your label for fit, fabric, occasion and sustainability questions.
For skincare and cosmetics brands on Shopify: see which products AI names and which page details hold them back.
For decor and furniture stores on Shopify: see where AI answers name you and what your product text is missing.