---
agentTools:
  projectIndex: https://docs.writesonic.com/llms.txt
---

# 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.*

<Image align="center" border={true} src="https://files.readme.io/c77f174e9dcf70c4c0edc65180c0fb0fc1ba3c38b89439e646e8c21110b8b151-Screenshot_2026-03-26_at_4.16.24_PM.png" className="border" />

**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:

| **Metric**                     | **What it shows**                                                                                                         |
| ------------------------------ | ------------------------------------------------------------------------------------------------------------------------- |
| **Shopping visibility**        | How often your product appears in AI shopping card responses, as a percentage of all answers that include shopping cards. |
| **Direct purchase link share** | Share of shopping cards linking directly to your website versus a third-party retailer.                                   |
| **Shopping share of voice**    | Your brand’s share of total shopping visibility across all competing products in your category.                           |
| **Shopping rank**              | Average 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**

| **Metric**                     | **What it shows**                                                                                                      |
| ------------------------------ | ---------------------------------------------------------------------------------------------------------------------- |
| **Product**                    | Unique product name detected in AI shopping card responses, tracked even when AI platforms use inconsistent naming.    |
| **Source type**                | Classifies the product as belonging to your brand or a competitor.                                                     |
| **Owned by brand**             | The brand that owns or manufactures this product. Unattributed products can be manually assigned using + Assign brand. |
| **Shopping visibility**        | How often this product appears in AI shopping results as a percentage of all answers that include shopping cards.      |
| **Answers**                    | Total AI answers that included a shopping card featuring this product.                                                 |
| **Direct purchase link share** | Share of shopping cards for this product linking to the brand’s own site versus a third-party retailer.                |
| **Avg. rank in buy list**      | Average position of this product in AI shopping card lists. Position 1 = shown first.                                  |
| **Avg. price**                 | Average price quoted for this product across all AI answers where pricing was shown.                                   |
| **Detected merchants**         | Retailers where AI showed this product as available to purchase. Expand to see full merchant distribution.             |
| **Detected aliases**           | Alternative 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:

| **Metric**               | **What it shows**                                                                                                         |
| ------------------------ | ------------------------------------------------------------------------------------------------------------------------- |
| **Shopping visibility**  | How often this product appears in AI shopping card responses, as a percentage of all answers that include shopping cards. |
| **Citation share**       | Percentage of AI answers that cited a web page as a source when showing this product.                                     |
| **Direct purchase link** | Share of shopping cards for this product linking directly to the brand’s own website.                                     |
| **Avg. price**           | Average 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.

| **Metric**              | **What it shows**                                                                                                    |
| ----------------------- | -------------------------------------------------------------------------------------------------------------------- |
| **Prompt**              | The exact consumer query that triggered this product’s appearance in a shopping card.                                |
| **Shopping visibility** | How often this product appeared in AI shopping cards for this specific prompt.                                       |
| **Your products**       | Number of your own brand’s products that appeared in shopping cards for this prompt. 0 = your brand wasn’t featured. |
| **Answers**             | Total AI responses for this prompt that included a shopping card. Clickable — opens the answer explorer.             |
| **Products shown**      | Total distinct products shown across all shopping cards for this prompt.                                             |
| **Brands**              | Brand 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.

| **Metric**             | **What it shows**                                                                                  |
| ---------------------- | -------------------------------------------------------------------------------------------------- |
| **Merchant**           | Retailer or site where AI linked buyers to purchase this product.                                  |
| **% of buy links**     | Share of this product’s shopping card buy links pointing to this merchant across all AI answers.   |
| **Avg. merchant rank** | Average position of this merchant’s buy link when shown in shopping cards for this product.        |
| **Times as buy link**  | Total times this merchant appeared as a purchase link for this product across the selected period. |
| **Quoted price**       | Average 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.

| **Metric**                | **What it shows**                                                                                                                |
| ------------------------- | -------------------------------------------------------------------------------------------------------------------------------- |
| **Product**               | Competing product that appeared alongside this one in AI shopping card responses.                                                |
| **Owned by brand**        | Brand that owns this competing product. Unattributed products can be assigned directly from this column.                         |
| **Shopping visibility**   | Overall shopping visibility of this competing product across all tracked prompts where it appeared alongside yours.              |
| **Co-appearance answers** | Number 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.

| **Metric**         | **What it shows**                                                                                                                                   |
| ------------------ | --------------------------------------------------------------------------------------------------------------------------------------------------- |
| **Cited page**     | Title and URL of the web page cited as a source. These are typically editorial, review, or comparison pages that influence AI recommendation logic. |
| **Citation share** | Percentage of AI answers for this product that cited this specific page. Higher = greater influence on when and how this product is recommended.    |
| **Citing answers** | Total AI answers that cited this page while showing this product. Clickable — opens the relevant answer set.                                        |
| **Track**          | Adds 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**

| **Metric**                | **What it shows**                                                                                                                                                                                     |
| ------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **Merchant**              | Name and logo of the retailer or third-party site detected as a buy destination in AI shopping card responses.                                                                                        |
| **Your products linked**  | Number 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 links**        | This 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 list** | Average position of this merchant’s link when shown in AI shopping cards. Lower is better.                                                                                                            |
| **Products linked**       | Total unique products (across all brands) this merchant is linked to. Clickable — opens a filtered product view.                                                                                      |
| **Times as buy link**     | Total times this merchant appeared as a buy link across all AI shopping responses in the selected period.                                                                                             |
| **Answers**               | Total AI answers that included a shopping card linking to this merchant. Clickable — opens the answer set.                                                                                            |
| **Appeared on platforms** | Which AI platforms (e.g., ChatGPT) surfaced this merchant as a buy destination.                                                                                                                       |
| **Market**                | Geographic market(s) where this merchant’s links appeared in AI shopping responses.                                                                                                                   |

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