AI Shopping Tracker

Track how your products appear in AI-powered shopping recommendations — from high-level brand performance down to individual product and merchant intelligence.

What’s included in this release

  • Overview page — Brand-level shopping performance dashboard with General and Competitors tabs.
  • All Products page — Product-level table of every SKU detected in AI shopping responses.
  • Product detail side panel — Five-tab deep-dive panel for any individual product. New
  • All Merchants page — Cross-product view of every retailer AI is routing purchase traffic to. New

1 Overview page

Your brand’s AI shopping performance dashboard. Accessible via Shopping and Ads → Overview. Split into two tabs: General (your own performance) and Competitors (competitive benchmarking).

Filters available across both tabs: Date range · Markets · Topic · Products · Prompt type

General tab

Headline metrics at the top of the tab:

MetricWhat it shows
Shopping visibilityHow often your product appears in AI shopping card responses, as a percentage of all answers that include shopping cards.
Direct purchase link shareShare of shopping cards linking directly to your website versus a third-party retailer.
Shopping share of voiceYour brand’s share of total shopping visibility across all competing products in your category.
Shopping rankAverage position of your product in AI shopping card lists. Lower = higher placement.

Below the headline metrics

  • Direct purchase link trend — Time-series chart tracking your direct link share over the selected period, with previous-period comparison overlay.
  • Leaderboard — Ranked table of your brand vs. competitors across shopping visibility and direct purchase link share, with period-over-period change indicators.
  • Shopping share of voice — Color-coded bar chart showing how total shopping visibility is split across all brands in your competitive set.
  • Top products in the market — Ranked product table toggling between All Brands and Your Brand, showing shopping visibility and direct purchase link share per SKU.
  • Performance by shopping topics — Visibility and direct purchase link breakdown by product category (e.g., Running Shoes, Marathon Gear), with raw answer counts per topic.

Competitors tab

  • Strongest & weakest competitor highlights — Four cards surfacing the top and bottom competitors by shopping visibility and direct purchase link share.
  • Shopping performance by brand — Full brand comparison table across product count, shopping visibility, and direct purchase link share with period-over-period change.
  • Market comparison matrix — Cross-tab of each brand’s performance across shopping topics. Switch metric between shopping visibility and direct purchase link using the dropdown.

2 All Products page

Product-level table of every SKU detected in AI shopping responses across your tracked prompts. Accessible via Shopping and Ads → All Products.

Filters: Date range · All Markets · Topics · Platform · Prompt type

Table columns

MetricWhat it shows
ProductUnique product name detected in AI shopping card responses, tracked even when AI platforms use inconsistent naming.
Source typeClassifies the product as belonging to your brand or a competitor.
Owned by brandThe brand that owns or manufactures this product. Unattributed products can be manually assigned using + Assign brand.
Shopping visibilityHow often this product appears in AI shopping results as a percentage of all answers that include shopping cards.
AnswersTotal AI answers that included a shopping card featuring this product.
Direct purchase link shareShare of shopping cards for this product linking to the brand’s own site versus a third-party retailer.
Avg. rank in buy listAverage position of this product in AI shopping card lists. Position 1 = shown first.
Avg. priceAverage price quoted for this product across all AI answers where pricing was shown.
Detected merchantsRetailers where AI showed this product as available to purchase. Expand to see full merchant distribution.
Detected aliasesAlternative names AI platforms used for this product across responses.

3 Product detail side panel ◆ New

Click any product name in the All Products table to open a five-tab intelligence panel for that specific SKU. Set a date range and period comparison independently at the top of the panel.

Tab 1 — Overview

Top-line metrics for this product:

MetricWhat it shows
Shopping visibilityHow often this product appears in AI shopping card responses, as a percentage of all answers that include shopping cards.
Citation sharePercentage of AI answers that cited a web page as a source when showing this product.
Direct purchase linkShare of shopping cards for this product linking directly to the brand’s own website.
Avg. priceAverage price quoted for this product across all AI answers where pricing was displayed.

Shopping visibility over time — Daily or weekly trend chart for this product’s visibility across the selected date range. Toggle granularity (Daily / Weekly) and overlay the previous period for comparison.

Platform performance — Breakdown of this product’s shopping visibility and answer volume by AI platform (e.g., ChatGPT).

Tab 2 — Prompts

Every tracked prompt for which this product appeared in an AI shopping card response. Search by keyword to filter.

MetricWhat it shows
PromptThe exact consumer query that triggered this product’s appearance in a shopping card.
Shopping visibilityHow often this product appeared in AI shopping cards for this specific prompt.
Your productsNumber of your own brand’s products that appeared in shopping cards for this prompt. 0 = your brand wasn’t featured.
AnswersTotal AI responses for this prompt that included a shopping card. Clickable — opens the answer explorer.
Products shownTotal distinct products shown across all shopping cards for this prompt.
BrandsBrand logos of all brands whose products appeared in shopping cards for this prompt.

Tip:

Prompts where ‘Your products’ = 0 but shopping visibility is high are direct content gaps — the query is driving AI shopping results but your brand isn’t appearing. These are priority optimization targets.


Tab 3 — Merchants

Every retailer or site where AI platforms are directing shoppers to purchase this product.

MetricWhat it shows
MerchantRetailer or site where AI linked buyers to purchase this product.
% of buy linksShare of this product’s shopping card buy links pointing to this merchant across all AI answers.
Avg. merchant rankAverage position of this merchant’s buy link when shown in shopping cards for this product.
Times as buy linkTotal times this merchant appeared as a purchase link for this product across the selected period.
Quoted priceAverage price quoted for this product when this merchant’s link appeared in the shopping card.

Tab 4 — Competitors

Products that co-appeared alongside this one in the same AI shopping card responses.

MetricWhat it shows
ProductCompeting product that appeared alongside this one in AI shopping card responses.
Owned by brandBrand that owns this competing product. Unattributed products can be assigned directly from this column.
Shopping visibilityOverall shopping visibility of this competing product across all tracked prompts where it appeared alongside yours.
Co-appearance answersNumber of AI answers where this competitor appeared in the same shopping card as your product. Clickable — opens the answer set.

Tip:

Products with high co-appearance answers are your most direct AI-shopping rivals — they’re being recommended alongside yours in the same responses. Prioritize competitive positioning against these products first.


Tab 5 — Cited sources

Web pages AI engines cited as sources when recommending this product in shopping card responses.

MetricWhat it shows
Cited pageTitle and URL of the web page cited as a source. These are typically editorial, review, or comparison pages that influence AI recommendation logic.
Citation sharePercentage of AI answers for this product that cited this specific page. Higher = greater influence on when and how this product is recommended.
Citing answersTotal AI answers that cited this page while showing this product. Clickable — opens the relevant answer set.
TrackAdds this cited page to your Page Tracker for ongoing citation performance monitoring.

Tip:

Pages with high citation share are the editorial sources most responsible for this product’s AI shopping visibility. Click + Track to monitor them — if a key page drops in citation influence, your product’s visibility is likely to follow.


4 All Merchants page ◆ New

A cross-product view of every retailer and third-party site where AI platforms are directing shoppers to purchase products in your category — across all brands, not just yours. Accessible via Shopping and Ads → All Merchants.

Filters: Date range · All Markets · Topic · Platform · Prompt type · Total answers in scope shown in filter bar

Table columns

MetricWhat it shows
MerchantName and logo of the retailer or third-party site detected as a buy destination in AI shopping card responses.
Your products linkedNumber of your own brand’s products this merchant is currently linking to in AI shopping cards. 0 = this merchant is active in your category but none of your products are being linked through them.
% of buy linksThis merchant’s share of all AI shopping card buy links in the category — their overall weight as a purchase destination in AI responses.
Avg. rank in buy listAverage position of this merchant’s link when shown in AI shopping cards. Lower is better.
Products linkedTotal unique products (across all brands) this merchant is linked to. Clickable — opens a filtered product view.
Times as buy linkTotal times this merchant appeared as a buy link across all AI shopping responses in the selected period.
AnswersTotal AI answers that included a shopping card linking to this merchant. Clickable — opens the answer set.
Appeared on platformsWhich AI platforms (e.g., ChatGPT) surfaced this merchant as a buy destination.
MarketGeographic market(s) where this merchant’s links appeared in AI shopping responses.