Monitor

Shopping

Import a verified Shopify catalog sample and inspect product-name matches recorded in your tracked AI answers.

Available with the limitations described below
Illustrative Adidas workspace: Shopping

Mentionry Shopping uses an authorized Shopify connection and a verified catalog import to identify product names in saved tracked AI answers. The Products tab reports observed matched-answer counts and mention order. Brand and merchant tabs use ordinary tracked-answer mentions and citations. This is not native ChatGPT Shopping-feed capture, checkout tracking, purchase attribution or proof of sales. Product visibility percentages and growth comparisons are withheld because complete per-answer catalog-matching coverage has not yet been verified.

Understand and control your AI presence

Verified catalog, recorded matches

Results stay locked until an owned active store connection and successful product import are verified. Inspect matched-answer counts and mention order for imported products.

Retailer sources in tracked answers

Inspect saved citations from domains classified as retailers or listings. A citation does not prove a checkout destination, product placement or purchase.

What is not there yet

  • A current paid plan, real Shopify authorization and verified catalog import are required. Imports cover up to 250 returned products, not a guaranteed complete inventory.
  • Native ChatGPT Shopping-feed tracking is not implemented. These are observations in ordinary tracked AI answers; they do not establish shopping placement, purchases or sales.
  • Per-answer catalog-matching coverage is not yet verified, so product visibility percentages and growth comparisons are withheld. Missing matches have unknown coverage.

Where it lives in the platform

Open /dashboard/shopping for current availability and data requirements. Collection and workspace limits depend on your plan.

Start with an authorized, verified catalog

Choose Connect Shopify in Shopping and complete the store authorization. Mentionry verifies that the active connection belongs to your account and imports the products returned by the supported catalog tool. All four Shopping tabs stay locked until that connection and the saved catalog are verified. Choosing a platform alone cannot grant access.

An import covers up to 250 returned products. It is an imported sample, not a guaranteed complete store inventory. Product identities, catalog state and the specific connected account are bound to the verification record. A missing, disconnected or changed catalog cannot be treated as a valid connection.

Read recorded matches without inventing coverage

The Products tab shows product names from the imported catalog that have recorded matches in tracked AI answers. Counts describe observed answers, and mention order describes the recorded sequence within those answers. Neither number is a shopping-feed rank or a purchase recommendation score.

Matching begins after products are available to the recorder. Earlier answers are not automatically a verified product baseline. Abbreviations, aliases and ambiguous product names can complicate literal matching. A product with no recorded match has unknown coverage; it must not be described as absent from every answer. For that reason the product view withholds visibility percentages and growth deltas.

Keep brand mentions and retailer citations in context

The Brands tab reuses brand mentions in your tracked AI answers. The Prompts tab shows the questions behind those recorded answers; it is not a panel of everything real shoppers type. Selected prompts and available engines determine the sample.

The Merchants tab classifies recorded citation domains as retailers or listings. A cited retailer is a source the engine used, not proof that the answer opened a checkout, sent a buyer to that shop or generated a sale. Inspect the original answer and source before deciding whether a product page or retailer listing needs attention.

Use the evidence to choose a bounded next step

Confirm the imported products and the observation window before comparing answers. Check whether a recorded name match refers to the intended product. If an answer is incomplete or inaccurate, inspect its cited pages and the content your own product page provides. Prepared content changes still require editorial review and a real deployment before they can be associated with later observations.

A current paid plan is required for store connection and catalog import. Imports use existing shared provider limits rather than an unlimited research allowance. Saved-page navigation does not start a product import. A failed or empty import does not unlock results or silently replace a working catalog with an empty one.

What remains unavailable

Native ChatGPT Shopping-feed tracking is not implemented. Mentionry does not currently prove complete catalog coverage, per-answer matching coverage, product-placement lift, checkout destinations, purchases or incremental sales. A successful import from an actual authorized customer store also requires end-to-end validation; a synthetic integration test is not that evidence.

Only Shopify is currently offered for product import. Other commerce connectors remain unavailable until their connection, response handling and provider pricing are verified. No CSV upload or unsupported platform selection substitutes for the required verified connection in this workflow.

Questions

It reads saved tracked AI answers and their citations. It does not currently capture a native shopping feed. A verified store import supplies the product names used for matching.

Get your brand mentioned by the answer engines

Start with a free snapshot. Paid plans add eligible scheduled research within the limits shown on Pricing. Store and Google data require your authorization.