Why it changes ecommerce SEO
In a browser-led purchase, a store competes on the storefront: imagery, layout, reviews, persuasion. In an agent-led purchase, the agent never sees the storefront as a human does. It consumes structured, machine-readable product data. The consequences:- Structured product data becomes the product page. Price, availability, GTIN, variants, shipping, and returns must be present as machine-readable markup, not only as rendered text or images.
- Accuracy outranks presentation. An agent filtering on “in stock, wide fit, under £150” will exclude a product whose data does not say so, regardless of how good the page looks.
- Specification completeness wins comparisons. Missing attributes cannot be compared, so incomplete products drop out of consideration sets rather than losing on merit.
- Persuasive copy has little effect. The agent is matching constraints, not being convinced.
What it asks of a store
- Valid
Productstructured data on every product page, includingoffers,price,priceCurrency, andavailability - Distinct, individually addressable variants rather than a single page with options hidden behind scripts
- Product attributes stated as data — material, dimensions, fit, compatibility — not only in prose or images
- Feeds and markup kept in sync with real inventory, since stale availability data causes silent exclusion
- Body content readable without JavaScript execution

