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Agentic commerce is early. These guides exist because the playbook doesn’t.
Written from what actually gets a product cited, not a brand, a listing. Everything here draws on the same engine that scores real product pages: seven modules, four AI platforms, one score per product.
Six pillars, one granularity: the individual product listing. Counts are live: a pillar says “soon” until something real is published under it.
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Latest from the blog
New posts publish here as we ship them. Start with the field guides below.
Visit the blogField guides
The curated set, published as written, never before.
Evergreen references, written from real scoring runs. A card links to a guide only once that guide genuinely exists.
What makes a product page AI-citable: a technical guide
Publishing soon, not yet written
Why AI doesn't cite your product (and how to fix it)
Publishing soon, not yet written
Schema.org for agentic commerce: a complete reference
Publishing soon, not yet written
The Shopify merchant's guide to AI readiness
Publishing soon, not yet written
Getting a product ready for agent-mediated buying
Publishing soon, not yet written
Methodology
How Citation Readiness is scored.
Seven scoring modules, two readiness axes, and a 155-archetype taxonomy, applied to one product at a time. The methodology is public because a score you can’t interrogate is a score you can’t trust.
Read the methodologyChangelog
Recently shipped
- Jul 16, 2026Live Verification: see what four AI platforms say about your products
- Jul 11, 2026Buyer-intent query coverage for citation tracking
- Jul 11, 2026Visual quality and brand-voice scoring added to the engine