Fashion, apparel & footwear AI readability audit for Shopify
See what AI engines don’t understand in
your fashion product pages.
Verity Score analyzes what AI engines actually retrieve about your products: sizes, fit, fabrics, manufacturing, proof. You get a readability score (the GEO audit) and the priority fixes to make in Shopify.
149 checkpoints · 8 analysis angles · free tier · no credit card
Improves your store's readability. Does not guarantee citations or rankings in AI engines.
A shopper asks: « Which ethical denim brand made in Europe? »
"Alba" straight jean
$129- Composition
- 98% organic cotton, 2% elastane
- Made in
- Made in Portugal
What AI engines can read
- Fabric Detected 98% organic cotton
- Origin Detected Portugal
- Size guide Missing loaded in a JavaScript window
- Cut Missing missing from product attributes
- Certification Partial proof not linked to the page
Size guide invisible to engines.
Fix: expose the table in the page and link each size to its variants.
01 · What you receive
A score, verified proof, an action plan.
Your AI readability score
An AI readability grade across 8 dimensions, detailed by signal family.
Your AI files, verified
The files AI agents look for on your domain, checked one by one.
Prioritized fix plan
Every fix ranked by impact, with the exact action to take in Shopify.
02 · The problem
Your product page is clear to your customers. Is it clear to AI?
The size guide is trapped
Loaded in a pop-up or an image, it stays unreadable for the engines answering shoppers.
The cut stays implicit
"Straight", "oversize", "fitted": obvious in the photo, missing from structured attributes.
Your proof is not linked
Certifications and fabrics exist, but nothing ties them to the page in a verifiable way.
Purchase queries are shifting to AI assistants: outfit ideas, hunting for a specific piece, comparing responsible brands. A store these systems cannot read gives them less to work with when they build an answer about it.
Meanwhile, brands that expose sizing, fabrics and proof are better placed to be understood and cited. In fashion, precise segments (ethical denim, linen, plus-size, vegan sneakers) are where a well-documented brand has the most elements to bring to an answer.
03 · What AI verifies
What AI engines look for on a fashion page
Excerpts from the public Verity Score checklist for your vertical. The audit checks each of these signals on your store.
04 · How it fits
How Verity Score fits into your setup
Your team
- Knows the product best: cuts, fabrics, sizing, seasons
- Crafts pages for shoppers: photos, copy, size guide
- The machine version of the page (attributes, markup, feeds) is not visible from the Shopify admin
- Applies the audit fixes, no redesign needed
Your agency
- Works on your visibility in Google results
- Produces content and links that also feed AI engines
- How answer engines read your pages (data, proof, files for AI agents) is a separate workstream
- Can use the Verity report to prioritize its work
Verity Score
- Measures what AI engines actually read: sizing, fit, fabrics, proof
- Fashion-specific checklist: size guide, fit, drops
- Prioritized fix plan, applied right inside Shopify
- Nothing is written without your approval
05 · How it works
Three steps, zero friction
Request your access
Leave your store address and email. Nothing is installed at this stage: we write to you when the beta opens.
The app analyzes your store
Right inside your Shopify admin: score, strengths, blockers, dimension by dimension.
Fix by priority
You follow the plan ranked by criticality and catalog coverage, fix by fix.
06 · FAQ
Your questions, answered straight
My customers don't buy through ChatGPT, why care now?
AI assistants step in earlier and earlier in the fashion journey: outfit ideas, finding a piece, comparing brands. The recommendation happens before the click, even if the purchase closes on your site. Working on AI readability now means being present when the question is asked.
We already have an SEO agency, is this redundant?
No. SEO optimizes your position in classic search results. The AI readability audit measures something else: whether an AI engine can read, understand and cite your products. Structured data, usable size guides, proof, consistency between page, feed and policies. The two complement each other.
Our product pages are already polished.
Polished for a human, often mute for a machine. AI does not see your art direction: it reads the page’s technical markup (schema.org), product attributes, composition, marked-up reviews. The audit measures exactly that gap between what you show and what AI understands.
My catalog changes every season, won't an audit expire fast?
The audit first fixes stable foundations: page templates, structured data, AI discovery files, policies, proof. Those foundations benefit every new collection. Ongoing tracking then lives in the app.
Do you guarantee ChatGPT will recommend my brand?
No, and be wary of anyone who promises that. Nobody controls an AI engine's answer. What the audit does guarantee: identifying what prevents your products from being read and understood, and fixing those blockers. That is a technical readability prerequisite.
Is it really free?
Yes. The audit is part of the free tier of the Verity Score Shopify app. You get your score and priorities with no credit card and no commitment.
See what AI engines understand about your store
The Shopify app is in private beta. Request your access: when we open, you get your score and your priorities, with no credit card.
Request beta accessNo credit card, no commitment.