AgentsCited Free mini-audit

Service · Monthly retainer

Product feed optimization for Google Merchant Center and ChatGPT Shopping

In short · updated

A monthly retainer that keeps your product data complete and current in Google Merchant Center and ChatGPT Shopping. We fix titles, attributes, GTINs, variants, images, price and stock freshness, and return and support policies, so AI shopping agents can match your products to what shoppers ask. From $2,000 a month.

Format
Monthly retainer
Channels
Merchant Center, ChatGPT Shopping
Starting from
$2,000/month
Spec
ACP feed spec, Google UCP

Who it’s for

A fit if

  • You sell in the U.S., where ChatGPT Shopping is live, or want Google UCP checkout (U.S., Canada and Australia early access).
  • Your catalog changes every week: prices, stock, variants, new products.
  • You see Merchant Center disapprovals, missing GTINs or products shown with the wrong price.

Not a fit if

  • You run a small catalog that rarely changes. The readiness audit will cover it.
  • You’re on Shopify and only need the ChatGPT channel switched on. Shopify’s agentic channel largely covers that already (Alhena).

What you get

DeliverableWhat it coversFormat
Feed health reportErrors, disapprovals, coverage and freshness across every feedMonthly report
Titles and attributesRewritten for how shoppers phrase questions, starting with top revenue productsFeed rules or supplemental feed
Identifiers and mediaGTINs, variant grouping, image coverage and qualityFix log
Price and stock accuracyChecks that feed price and availability match the live pageWeekly spot checks
Policy dataReturn and support policies required for UCP checkoutConfigured in Merchant Center
ChatGPT Shopping feedMapping to the Agentic Commerce Protocol spec (TSV, CSV, XML or JSON) and update cadenceLive feed and field map

How it works

  1. Month 1 · Stabilize

    Map every feed, clear critical errors and disapprovals, fix identifiers.

  2. Month 2 · Enrich

    Titles, attributes and images for top sellers; policy data for UCP.

  3. Month 3 · Extend

    ChatGPT Shopping feed live and in sync with Merchant Center.

  4. Ongoing · Maintain

    Freshness monitoring, new products, seasonal changes and monthly reporting.

Why it matters now

15 min

ChatGPT Shopping accepts feed updates as often as every 15 minutes. Stale price or stock is a choice.

Source: Agentic Commerce Protocol feed spec

~8M

product images were missing from one store’s Merchant Center feed. Gaps at that scale are invisible until someone looks.

Source: Brodie Clark on X

3

countries have Google UCP early access (U.S., Canada, Australia). The merchant stays merchant of record.

Source: Google Merchant Center Help

How we measure it

Each month we report feed errors, coverage of key attributes, price and stock mismatches, and Merchant Center performance. Where you also run AI visibility reporting, we track whether product-level prompts start citing or surfacing your products.

Read the full methodology, including its limits.

Price

From $2,000/monthTypical range $2,000–$6,000 per month

What moves the price: SKU count, number of feeds and countries, how often your catalog changes, and whether we have direct access to your feed tool or work through your team.

Draft pricing: starting points, confirmed in a written quote after the mini-audit.

Questions about the product feed optimization retainer

What feed formats does ChatGPT Shopping accept?

Under the Agentic Commerce Protocol feed spec, merchants deliver feeds as TSV, CSV, XML or JSON, and updates are accepted as often as every 15 minutes.

Where do ChatGPT Shopping purchases happen?

On the merchant’s own site. Search Engine Land reports ChatGPT Shopping is live only in the U.S., and merchants apply at chatgpt.com/merchants. Optional feed fields include popularity, return rate and reviews.

What does Google UCP require?

UCP adds a checkout button inside AI Mode and Gemini while you remain merchant of record. Products need the native_commerce(checkout_eligibility) attribute plus return and support policies. Onboarding is early access in the U.S., Canada and Australia.

We’re on Shopify. Do we need this?

Shopify merchants are largely covered for ChatGPT through Shopify’s agentic channel. The retainer still matters if your data is the problem: weak titles, missing GTINs, wrong variants or stale stock travel through every channel.

Does this include Shopping ads?

No. A separate paid ads feed exists, but this retainer covers product data quality, not bidding or ad spend.

Often paired with

Start with a free look at your store.

The mini-audit tells you whether this service is the right first step, before you spend anything.