Food & beverages AI readability audit for Shopify
See what AI engines can’t verify on
your food product pages.
Verity Score analyzes what AI engines retrieve about your products: allergens, nutrition facts, labels, shelf life. 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: « A high-protein, gluten-free granola with no added sugar? »
"Cocoa hazelnut" granola
$8.90- Composition
- High protein
- Made in
- Organic farming
What AI engines can read
- Organic label Detected detected
- Weight Detected 14 oz (400 g)
- Allergens Missing label photograph only
- Nutrition facts Missing missing
- Shelf life Partial unspecified
Allergens locked inside an image.
Fix: publish the list as structured text on the product page.
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 labels reassure your customers. Can AI verify them?
Unreadable allergens and nutrition
A huge share of food queries is constrained: gluten-free, lactose-free, low sugar. If allergens and nutrition facts are not structured, AI cannot guarantee compatibility and discards your products as a precaution.
Labels displayed but unverifiable
Organic, PDO, fair trade, awards: a logo inside an image proves nothing to a machine. Without the certification attached as structured data, your label does not exist in the comparison.
Freshness and shipping left unsaid
Food means shelf life, cold chain, delivery windows. An AI buying agent checks these conditions before recommending. Vague policies on fresh goods or shipping disqualify the store.
Food queries are the most constrained in ecommerce: diets, allergies, convictions. These are exactly the questions people now ask an AI assistant, and it only answers with products whose data can be verified.
Food brands that structure composition, labels and logistics become the recurring answers on their niche: protein granola, natural wine, specialty coffee. The reference spot per niche is being claimed right now.
03 · What AI verifies
What AI engines look for on a food 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: recipes, ingredients, labels
- Crafts pages for shoppers: photos, copy, guides
- 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: allergens, nutrition facts, labels, shelf life
- Food-specific checklist: allergens, labels, logistics
- 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 reorder the same products monthly, why target AI?
Because recurrence starts with a first order. Every time an AI assistant recommends an alternative on a query (high-protein, sugar-free, organic), a recurring customer potentially starts at a competitor, with their whole lifetime value.
We also sell in retail and on marketplaces.
All the more reason: when AI knows your site poorly, it describes your products through third-party sources, with their errors and their margins. The audit makes your Shopify store the most reliable source about your own brand.
Artisanal production, small batches: is this for us?
Yes. AI engines excel at niche queries where well-documented artisanal beats generic industrial: origin, method, terroir. Provided that information is structured, which is what the audit verifies.
Do you guarantee ChatGPT will suggest my products?
No, nobody honestly can. The audit identifies and fixes what prevents your products from being read, understood and verified by AI engines. That is the entry condition into their answers, not a guarantee of outcome.
What do I concretely get with the free audit?
The free tier of the Verity Score Shopify app gives your GEO score, the per-dimension breakdown and your fix priorities. No credit card. Paid tiers add assisted fixing and monitoring.
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.