AI product discovery guide

Create a Product Feed for ChatGPT Search

Prepare your WooCommerce or PrestaShop catalogue for AI discovery with clear identifiers, current prices, accurate stock and a stable machine-readable feed.

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Audits up to 10,000 products. No account or credit card required.

✓WooCommerce and PrestaShop sources✓Parallel catalogue endpoint✓Scheduled product updates
Feed diagnosis

Store catalogue

Structured XML

Channel preparation

One maintained source

!Product identity
!Current price and availability
!Canonical product URL and image

Feedlinter output

A separately published catalogue endpoint for AI-channel workflows

What AI shopping systems need

A new discovery surface does not remove the old product-data problems.

Recommendation systems need to understand what a product is, whether it is available, what it costs and where a customer can buy it. Platform exports often contain the ingredients, but inconsistent identifiers, noisy descriptions and stale stock make the catalogue less dependable.

There is not one universal “ChatGPT ads XML schema” that every merchant can upload today. Treat suspicious templates promising guaranteed placement carefully. The practical preparation is a clean, structured and refreshable catalogue that can be adapted as channel requirements mature.

Omnichannel can publish a parallel ChatGPT channel artifact from the processed catalogue. The current output uses the same clean XML foundation as the GMC channel; it is not a proprietary OpenAI schema or a guarantee of inclusion.

  1. Standardize

    Clean the core product attributes

    Use descriptive titles, truthful identifiers, readable descriptions, canonical URLs, prices and availability that agree with the storefront.

    One structured source catalogue
  2. Publish

    Create a separate channel endpoint

    Keep an independently addressable catalogue artifact for AI discovery integrations without changing the WooCommerce or PrestaShop exporter.

    Omnichannel plans
  3. Maintain

    Refresh data as the store changes

    Update the published catalogue throughout the day so downstream systems do not rely on obsolete price or stock information.

    2, 4 or 12 refreshes daily by plan

Better product data means fewer disapprovals, steadier campaigns and more room to scale.

Built for Google Merchant Center

Pricing

Simple pricing for every catalog.

Pay for processed products across your account. Every plan includes unlimited domains.

1,000 SKU
1 000 SKU250,000 SKU

The prices below include each plan’s base SKU allowance. Additional SKUs are sold in packs of 1,000.

Core

Recommended

$9.99/ month

1,000 SKU total · included

  • 2 source feeds
  • 1,000 SKUs included
  • $2.00 per additional started 1,000 SKUs
  • Unlimited domains
  • 2 daily refreshes per feed
  • Google Merchant Center

Omnichannel

$29.99/ month

10,000 SKU total · included

  • 6 source feeds
  • 10,000 SKUs included
  • $2.00 per additional started 1,000 SKUs
  • Unlimited domains
  • 4 daily refreshes per feed
  • Google Merchant Center
  • Meta / Facebook Catalog
  • OpenAI / ChatGPT

Scale

$59.99/ month

30,000 SKU total · included

  • 20 source feeds
  • 30,000 SKUs included
  • $2.00 per additional started 1,000 SKUs
  • Unlimited domains
  • 12 daily refreshes per feed
  • Google Merchant Center
  • Meta / Facebook Catalog
  • OpenAI / ChatGPT

1 SKU = 1 processed product record in a feed. The same product in two feeds counts twice. When you exceed your allowance, we email you and allow 24 hours to correct it before adding SKU packs to your invoice.

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Frequently asked questions

The details, without the fine-print fog.

Everything you need to know before running your first product feed audit.

Still have a question? Talk to us

Is there an official universal ChatGPT product feed format?

There is no single universal merchant XML format that guarantees inclusion across all ChatGPT product discovery experiences. Requirements can differ by integration and region.

Does Feedlinter guarantee products will appear in ChatGPT?

No. Feedlinter prepares and publishes structured catalogue data; discovery and inclusion decisions belong to the destination platform.

Is the ChatGPT endpoint different from the Google feed?

It is published as a separate channel artifact. The current transformation uses the same clean XML foundation rather than a proprietary OpenAI-specific schema.