ChatGPT Shopping · AI commerce

AI agents can only recommend what they can verify.

ChatGPT Shopping reaches 250M+ weekly users through conversational queries like "recommend a Dutch oven for an induction stove." It doesn't read XML feeds — it reads Schema.org JSON-LD on your product pages, and it cites the sources behind each claim. Central writes the verified facts, source list, and confidence scores ChatGPT needs to pick you over a guess.

app.central.to/channels/chatgpt-shopping
scan ground embed publish
0% Scanning
Le Creuset Signature Round Dutch Oven
central-demo-001 · cerise · 26 cm
target ChatGPT + AI shopping agents
10 / 10Schema.org core 15sources · 0.94 avg conf
@typeschema.org/Product Product · application/ld+json JSON-LD 1.00
nameschema:name Le Creuset Signature Round Dutch Oven, Cast Iron, 26 cm, 5.3 L, Cerise verified 0.98
gtin · skuschema:gtin13 · sku 0024147210504 · SIG-RND-26-CER verified 1.00
brandschema:brand Le Creuset brand 1.00
offersschema:Offer × 1 € 379.00 · in_stock · 142 units · shop.le-creuset.eu merchant 1.00
aggregateRatingschema:AggregateRating 4.8 / 5 · 1,287 reviews · ratingValue verified 5 sources 0.96
additionalPropertyPropertyValue × 6 material · capacity · maxTemp · induction · dishwasher · warranty 6 / 6 0.97
x-central.sourcescentral:provenance 15 sources · le-creuset.com · williams-sonoma · saveur · cooks-illustrated · … 15 cited 0.94
x-central.lastVerifiedcentral:timestamp 2026-05-25T08:14:32Z · ISO 8601 UTC fresh 1.00
claimx-central.held × 1 "World's best Dutch oven" · marketing claim · held held
AI-readable
Schema.org Product Offer · AggregateRating FAQPage × 8 x-central provenance 15 sources · 0.94 avg JSON-LD embedded
why central exists

ChatGPT can't recommend what it can't verify.

The same buyer asks the same question in ChatGPT. Without verified product data on your page, ChatGPT either refuses or invents. With Central's grounded JSON-LD, it answers — and it cites the source behind every number.

🔒 chatgpt.com /c/shopping/dutch-oven-induction
ChatGPTShopping · without verified data
no schema · no provenance
B
Buyer
"Which Dutch oven is best for an induction stove, and what's the max oven temperature?"
ChatGPT

I can see a product page for the Le Creuset Signature Round, but the page doesn't expose structured product data — no @type Product, no Offer, no source citations.

I can guess that cast-iron Dutch ovens usually handle around 250 °C? and that most are induction-compatible? — but I can't verify either for this product. I'd rather not recommend it than risk an unsupported answer.

Recommendation withheld. No verified facts attached to this product. Try a retailer with structured product data exposed.
Hallucination risk · 2 unsupported claims
🔒 chatgpt.com /c/shopping/dutch-oven-induction
ChatGPTShopping · with Central JSON-LD
x-central provenance · 15 sources
B
Buyer
"Which Dutch oven is best for an induction stove, and what's the max oven temperature?"
ChatGPT

The Le Creuset Signature Round Dutch Oven (26 cm, 5.3 L, Cerise) is a strong match. From the structured product data on the page:

It is oven-safe to 260 °C1, induction-compatible across all heat sources2, made of enameled cast iron3, and rated 4.8 / 5 across 1,287 reviews4. Currently € 379.00, in stock5.

Le Creuset Signature Round Dutch Oven
SIG-RND-26-CER · 5.3 L · cerise · 4.8 / 5 (1,287)
verified€ 379.00
5 source-backed facts · x-central provenance
1le-creuset.com/specificationsconf 1.00
2williams-sonoma.com · saveur.comconf 0.97
3le-creuset.com · cooks-illustrated.comconf 1.00
4le-creuset.com · trustpilot.com · 3 moreconf 0.96
5shop.le-creuset.eu · Offer · liveconf 1.00
what changed

One thing flipped between these two answers: structured, source-cited JSON-LD on the page.

Same buyer. Same product. Same query. ChatGPT moves from refusal to a confident, cited recommendation — because Central writes the keys AI shopping agents need to verify a claim before they speak.

added on page @type Product Offer AggregateRating x-central.sources [15] x-central.confidence 0.94 x-central.lastVerified 1 marketing claim held
Make my catalog AI-readable
structured data scorecard

Every Schema.org property AI agents actually read.

The Schema.org Product, Offer, AggregateRating, and PropertyValue fields ChatGPT and other agents parse from your page — plus Central's x-central provenance extension so the model can show its sources, not its guesses.

Each property carries the source that backed it and a readiness state. The model has everything it needs to verify a claim before it speaks.

What stays factual: identifiers, URLs, prices, stock, GTIN. What Central drafts and grounds: name, description, attributes, FAQ answers, buyer guidance — all tied to sources.
JSON-LD readiness Le Creuset Signature Round 26 cm
20 / 21properties ready
@contextschema.orghttps://schema.orgAutoReady
@typeProductProductAutoReady
nameschema:nameLe Creuset Signature Round Dutch Oven, 26 cm, 5.3 L, CeriseBrandReady
descriptionschema:descriptionEnameled cast iron, oven-safe to 260 °C, induction-compatible…WebReady
brandschema:brand.BrandLe CreusetBrandReady
gtin13schema:gtin13 · GS10024147210504GS1Ready
skuschema:skuSIG-RND-26-CERBrandReady
imageschema:image · 1200×1200/products/signature-round-26.jpgBrandReady
offers.priceschema:Offer.price379.00 EUR · ISO 4217BrandReady
offers.availabilityschema:ItemAvailabilityhttps://schema.org/InStockBrandReady
offers.priceValidUntilschema:Offer.priceValidUntil2026-12-31BrandReady
aggregateRatingschema:AggregateRating4.8 · 1,287 ratingsWebReady
materialschema:materialEnameled cast ironWebReady
colorschema:colorCeriseBrandReady
weightschema:weight · QuantitativeValue5.4 kgWebReady
additionalPropertyPropertyValue · maxTemp260 °C oven-safeCertReady
additionalPropertyPropertyValue · inductionInduction, gas, electric, ceramic, halogenWebReady
additionalPropertyPropertyValue · capacity5.3 LBrandReady
x-central.sourcescentral:sources[] · 15le-creuset.com · williams-sonoma · saveur · cooks-illustrated · trustpilot · 10 moreProvReady
x-central.confidencecentral:confidence · float0.94 avg · floor 0.82 for displayProvReady
x-central.lastVerifiedcentral:timestamp · ISO 86012026-05-25T08:14:32ZProvReady
x-central.heldclaim · unsupported"World's best Dutch oven" · marketing wording with no sourceHeldReview
20ready 1review · brand decision generated 4 min ago
how the JSON-LD gets built

Four steps from shop URL to AI-cited answer.

ChatGPT, Perplexity, and other AI shopping agents don't take a feed — they crawl what you publish. Central makes sure what you publish is something they can verify, cite, and confidently recommend.

1scan

Read what you already have.

Paste a shop URL, upload a CSV, or connect a catalog. Central maps your fields to Schema.org properties and shows which ones are filled and which are missing.

sourceshop URL · 142 SKUs
mapped9 / 10 core1 gap
2ground

Verify every fact against sources.

Each claim is checked across 10–20 sources — manufacturer specs, retailers, reviews, certifications. Two agreeing sources reach 0.82; five reach 0.97. Anything below the floor is held.

facts15 sources · 0.94 avg
held1 claimno source
3embed

Write JSON-LD onto the page.

Central emits a full Schema.org <script type="application/ld+json"> block, including x-central provenance with sources, confidence, and timestamp.

payloadProduct + Offer + FAQready
x-centralsources · conf · ISOready
4publish

Ship it where agents look.

Inject into your PDP via the Central widget or your platform. ChatGPT, Perplexity, Apple Intelligence, and Claude pick up the same JSON-LD — one record, every AI surface.

surfacesChatGPT · Perplexity · …live
refreshon price · stock · specauto
proof artifact · le creuset signature round

One sparse page in. One AI-citeable JSON-LD payload out.

The same Le Creuset SKU. A thin barebones Schema.org block on the left — the kind that gets ignored. The Central-emitted JSON-LD on the right: full Product, Offer, AggregateRating, FAQPage, and x-central provenance with 15 sources, confidence avg, ISO timestamp, and one marketing claim held.

/products/sig-rnd-26-cer · pdp.html before
Signature Round Dutch Oven
SKU SIG-RND-26-CER · cerise · 26 cm
page meta"Premium chef-grade…"
og:tagstitle + image only
ld+json3 keys only
@type Productname · sku · price
Offer blockmissing
aggregateRatingmissing
PropertyValueno specs
FAQPagemissing
source citationsnone
confidenceno provenance
<script type="application/ld+json">
{
  "@type": "Product",
  "name": "Signature Round Dutch Oven",
  "sku": "SIG-RND-26-CER",
  "price": "379.00"
}
</script>
3keys exposed 0sources cited 7fields missing
Central
embeds
/products/sig-rnd-26-cer · ld+json · 4.1 KB verified · ready
Le Creuset Signature Round 26 cm
20 / 21 properties · 15 sources · 1 claim held
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Product",
  "name": "Le Creuset Signature Round Dutch Oven, 26 cm, 5.3 L, Cerise",
  "sku": "SIG-RND-26-CER",
  "gtin13": "0024147210504",
  "brand": { "@type": "Brand", "name": "Le Creuset" },
  "image": "https://shop.le-creuset.eu/products/signature-round-26.jpg",
  "description": "Enameled cast iron, oven-safe to 260 °C, induction-compatible.",
  "material": "Enameled cast iron",
  "color": "Cerise",
  "weight": { "@type": "QuantitativeValue", "value": 5.4, "unitCode": "KGM" },
  "offers": {
    "@type": "Offer",
    "price": "379.00",
    "priceCurrency": "EUR",
    "availability": "https://schema.org/InStock",
    "priceValidUntil": "2026-12-31",
    "url": "https://shop.le-creuset.eu/p/sig-rnd-26-cer"
  },
  "aggregateRating": {
    "@type": "AggregateRating",
    "ratingValue": 4.8,
    "reviewCount": 1287
  },
  "additionalProperty": [
    { "@type": "PropertyValue", "name": "maxOvenTemp", "value": "260 °C" },
    { "@type": "PropertyValue", "name": "capacity", "value": "5.3 L" },
    { "@type": "PropertyValue", "name": "heatSources", "value": "induction, gas, electric, ceramic, halogen" },
    { "@type": "PropertyValue", "name": "warranty", "value": "lifetime" }
  ],
  // Central extension — provenance ChatGPT can show its work with
  "x-central": {
    "sources": [
      "le-creuset.com/specifications",
      "williams-sonoma.com/products/le-creuset",
      "saveur.com/best-dutch-ovens",
      "cooks-illustrated.com/equipment/le-creuset",
      "trustpilot.com/review/le-creuset.com",
      /* 10 more sources — total: 15 */
    ],
    "confidence": { "avg": 0.94, "floor": 0.82 },
    "lastVerified": "2026-05-25T08:14:32Z",
    "held": [
      { "claim": "World's best Dutch oven", "reason": "no source" }
    ]
  },
  "@graph": [
    {
      "@type": "FAQPage",
      "mainEntity": [
        { "@type": "Question", "name": "Is it induction-compatible?", "acceptedAnswer": { "@type": "Answer", "text": "Yes — all heat sources." } },
        { "@type": "Question", "name": "What is the max oven temperature?", "acceptedAnswer": { "@type": "Answer", "text": "260 °C / 500 °F." } },
        /* + 6 more verified Q&As */
      ]
    }
  ]
}
</script>
20properties · 15sources · 1held ready for AI agents
one verified record · every AI shopping surface

Same record. Every AI agent.

ChatGPT Shopping, Perplexity, Apple Intelligence, Google AI Overviews, Claude — all read the same Schema.org payload Central writes to your PDP. One record adapts to every conversational shopping surface.

Perplexity Shoppingcited answers · live

Same JSON-LD payload, same provenance. Perplexity surfaces source-cited recommendations from the same verified record — including the x-central source list.

See Perplexity setup
Apple Intelligence/channels/apple-intelligence · soon

Apple Intelligence consumes structured product data the same way. The Schema.org Product + Offer + AggregateRating Central emits is what Siri and Spotlight will read.

Redirects here
Claude · MCP commerce/channels/claude-mcp · soon

Anthropic's Model Context Protocol reads the same Schema.org payload. When MCP commerce arrives, Claude pulls the verified record without a separate integration.

Redirects here
Google AI OverviewsAI Mode · same MC feed

AI Overviews and AI Mode read Merchant Center + Schema.org. One Central record powers the Google feed and the JSON-LD AI Overviews cite on the PDP.

See Google setup

Looking for Amazon Rufus, Apple Intelligence, or Claude MCP commerce? /channels/amazon-rufus, /channels/apple-intelligence, and /channels/claude-mcp all redirect here — the same JSON-LD covers every AI shopping agent.

Frequently asked

Can Central publish to ChatGPT Shopping?

+

Central prepares the data ChatGPT Shopping needs to recommend you. ChatGPT Shopping isn't a feed-submission product like Google Merchant Center — OpenAI's commerce surface reads Schema.org JSON-LD that lives on your product pages, plus structured catalogs where its commerce integration is enabled. Central writes the JSON-LD, embeds the x-central provenance, and refreshes it as facts change. Platform inclusion, ranking, and account-level commerce settings stay with OpenAI.

How does ChatGPT actually discover product data — is it crawled or submitted?

+

Both, depending on the surface. Conversational shopping queries are answered primarily from structured data ChatGPT can read on your product page — Schema.org Product, Offer, AggregateRating, FAQPage in a <script type="application/ld+json"> block. Where OpenAI's commerce integration is enabled, structured catalogs can also be submitted directly. Central produces the same canonical record either way, so you don't have to choose.

What is x-central provenance metadata, and why does it matter?

+

x-central is Central's Schema.org extension that attaches the sources, confidence avg, ISO 8601 last-verified timestamp, and held-claims list to a product. AI agents can cite the sources behind a claim instead of speaking with no grounding. When ChatGPT recommends your product, it can show its work — and a model that can show its work is a model that's safer to recommend you.

Does Schema.org JSON-LD actually help with AI agent recommendations?

+

Yes — and increasingly so. Conversational shopping agents are biased toward sources they can verify because every recommendation carries reputational risk for the model. A page with no Schema.org loses to a page with full Schema.org; a page with Schema.org but no sources loses to a page with Schema.org plus x-central sources. Central writes the version that wins the citation.

What about other AI shopping surfaces — Perplexity, Apple Intelligence, Claude?

+

They all read structured product data the same way. Perplexity is live and cites x-central.sources directly. Apple Intelligence and Anthropic's MCP commerce are emerging and consume the same Schema.org payload — when they arrive, no separate integration is needed. Central's record is the abstraction; every surface is a render of it.

Can the same record support both Google Merchant Center and ChatGPT Shopping?

+

Yes — that's the entire point. One canonical product record produces the XML feed Google MC consumes, the JSON-LD ChatGPT and Perplexity crawl, the structured catalogs OpenAI's commerce integration ingests, and the JSON your in-store widget renders. Confidence, sources, and held claims travel with every output — so what's blocked in one place is blocked everywhere.