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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