Most review widgets fetch text after the page loads. A shopper sees the quotes. A fetcher that takes one HTML snapshot often does not. AgentReady Reviews puts approved reviews in that first snapshot.
The flagship post is Reviews AI agents can actually read. Blocks: storefront blocks. Markup: rich-result ownership.
1. First paint is HTML
The initial approved set renders from Shopify metafields in Liquid. Zero JavaScript is required for that paint. Any fetcher that reads the HTML can read the ratings and the review bodies.
2. JSON-LD is opt-in and exclusive
AggregateRating is emitted only when no other app owns review markup. That is a second surface. It helps search and agents parse a single number. It does not improve ranking, and it does not mean an assistant will name the store.
3. Discovery files on paid plans
On paid plans, approved ratings also flow into agents.md, llms.txt, and the catalog feed. Those files are hygiene. They help an agent find the numbers. They are not a ranking switch.
4. Free vs paid
| Surface | Free | Paid |
|---|---|---|
| Storefront blocks, first paint | Yes | Yes |
| Import, moderation, replies, photos | Yes | Yes |
| CSV export | Yes | Yes |
| Ratings in agents.md, llms.txt, catalog feed | No | Yes |
| AggregateRating after a clear ownership check | Available as part of the reviews library | Same ownership rules |
Sample of what an agent sees
Sample data. Not a live store.
Two renderings of the same sample product: the storefront HTML a fetcher sees on first paint, and the machine facts AgentReady can publish. All values are sample data.
What an AI agent sees
First paint beside the machine facts
Sample data. Not a live store.
Human view
<section id="agentready-reviews">
<p>4.8 out of 5 from 47 reviews</p>
<article>
<p>Maya R. · Verified purchase</p>
<p>The detail is even better in person.</p>
</article>
</section>Machine view
{
"@type": "Product",
"name": "All-weather trail pack",
"aggregateRating": {
"@type": "AggregateRating",
"ratingValue": "4.8",
"reviewCount": "47",
"bestRating": "5",
"worstRating": "1"
}
}- All-weather trail pack: 4.8/5 from 47 approved reviews.