Machine-Readable Product Data: What Merchants Must Publish
Machine-readable product data is price, currency, availability and identifiers in structured markup; here is what Google requires and recommends.
Research topic
9 sourced articles on structured data, newest first: what changed, what it means for an online store, and what to fix so an AI agent can still find, understand and buy there.
Machine-readable product data is price, currency, availability and identifiers in structured markup; here is what Google requires and recommends.
Five checks you can run yourself, in about fifteen minutes, to see whether an AI shopping agent can find, understand and reach checkout on your store.
A W3C/GS1 workshop in Zurich found AI shopping agents can complete checkout yet still buy the wrong physical product without a GTIN.
The eight product-data fields AgentReady's audit checks, and why a shopping agent fails to buy when any one of them is missing.
The llms.txt spec shipped a v2 revision on August 10, 2026 adding link relations for discovery; here is what an online store's file should contain.
The Product and Offer fields an AI shopping agent needs to identify an item, resolve a variant and complete a purchase, per schema.org 30.0.
Merchant Center's new AI Performance Insights report shows share of voice and attribute gaps in AI Mode, AI Overviews and Gemini.
We audited 27 DTC supplement stores for agent-buyability. Median 56/100, a sharply bimodal split — and the biggest brands scored worst. The full data.
A buyer asked ChatGPT about agentready.market and got an unrelated product's price. What failed in the entity layer, and the fixes we shipped.
What changed in the protocols — and what it means for your store. Connect it to your agent and it pulls the latest itself; no inbox required.
Add it to your agent (Claude Code, Claude Desktop, Cursor — anything that speaks MCP):
{
"mcpServers": {
"agentready-brief": {
"type": "http",
"url": "https://www.agentready.market/mcp/docs"
}
}
}
Then ask it for the AgentReady brief —
it calls get_agentready_brief and reads any entry in full. Prefer a feed
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