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Field notes · Five Shopify product pages

What a page audit
can tell you.

We checked five product pages. One had missing data and four passed the page checks. We did not test whether AI tools recommended them.

These are anonymized audits of public pages, not customer results or endorsements.

Check my product
01/ 05

Cookware

The description was useful, but structured data was missing

The copy covered induction compatibility, oven safety, shape, and capacity. Data gaps: product, price, identifiers, delivery.

First fixAdd accurate product and offer data, then check the page again.

04/ 05

Four passing pages

Four pages passed the page checks

All four scored 100/A. The finishing-oil check could not tell whether an AI tool would choose it for finishing instead of cooking.

Next stepAsk a buyer question in an AI tool and save the answer.

The record

Results for all five pages

Recorded averages combine readable homepage, product, and optional comparison pages. Product scores cover one page.

The anonymized five-product study, with product-page score, recorded audit average, and next step
Product categoryProduct pageRecorded audit averageNext useful step
CookwareProduct page43/FRecorded audit average72/CAdd readable product and offer data
Finishing oilProduct page100/ARecorded audit average100/ACheck a real finishing-oil answer
SpiceProduct page100/ARecorded audit average100/ACheck a real origin and use-case answer
Tinned fishProduct page100/ARecorded audit average100/ACheck a real heat and meal answer
CandleProduct page100/ARecorded audit average100/ACheck a real scent-strength answer

No merchant changed a page for this study. We did not compare AI answers before and after a change.