Tools that show which products ChatGPT recommends and which stores it links to
Compare tools that show which products ChatGPT recommends and which stores it links to, from shopping carousel tracking to SKU-level catalog fixes, with prices.
If you sell physical products, "does ChatGPT mention my brand?" is the wrong question. The useful ones are narrower. Which specific products does it recommend for a buyer prompt? Which retailers does it link to? Is it your store, a marketplace or a competitor's? A brand-level tracker can say you were mentioned and still tell you nothing about any of that.
This guide covers the tools that work at product level, what each actually reports, and how to pick.
What you need to see
For a shopping prompt such as "best running shoes for flat feet under a given budget", a useful tool should show:
- Which products appear in the answer or the shopping carousel, and in what order.
- Which stores or domains the answer links to or cites for those products.
- Which of your SKUs appear, which do not, and who displaces you.
- Whether it moves revenue, meaning traffic and orders from AI answers.
No tool can promise a product gets recommended. They show where you stand and what to fix.
The shortlist
1. Promptwatch
Promptwatch tracks AI shopping directly: ChatGPT shopping carousels and Amazon Alexa product results, with the option to upload your own catalog. It sits inside a full AI visibility platform, so the shopping view comes with citation analytics (page and domain level, which show the sources and domains behind answers), visitor analytics for AI-referred traffic and conversions, and AI crawler logs. Shopping Insights starts on the Business plan at $579 a month. Plan details matter here: Essential is $95 a month and Professional is $245, and neither includes Shopping Insights.
Promptwatch is also the one that connects shopping visibility to everything around it. If your products stop appearing, crawler logs show whether the ChatGPT bots can read your product pages, and visitor analytics shows whether AI-referred visits convert. Most commerce-specific tools do not publish either.
2. Wildcard
Wildcard is built for retailers. It syncs a catalog from Shopify, BigCommerce, Salesforce or a PIM, runs buyer questions with real search volume across ChatGPT, Gemini, Google AI Overviews, Perplexity and Claude, and tracks Walmart Sparky and Alexa+ Shopping. It shows per-SKU and per-collection ranking, competitor products and cited sources for each answer, and attribution runs through to orders and revenue. Pricing starts at $99 a month for Basic, which refreshes weekly and covers 10 actions and 20 products. Self-serve publishing is Shopify only, Amazon Rufus coverage is in beta, and the catalog notes it publishes no crawler logs.
3. Azoma
Azoma is an enterprise commerce platform that tracks Amazon's Alexa for Shopping, Walmart Sparky and ChatGPT Shopping at SKU level, then pushes catalog fixes into systems such as Seller Central and Vendor Central. Pricing is custom and sales-quoted. Its crawler monitoring is described but without published log connectors, and AI traffic comes through GA4.
4. Ranketta
Ranketta is a SKU tracker with catalog enrichment, from 29 EUR a month for Store Tracker, and Store Starter at 79 EUR adds enrichment. It lists connectors for Shopify, Shoptet, Adobe Commerce, Wix, BigCommerce, Amazon, Walmart and others. Claude, Copilot, Grok and Alexa are premium add-ons.
5. Siftly
Siftly splits its product into Siftly Answers and Siftly Shopping, covering four engines (ChatGPT, Gemini, Perplexity, AI Overviews) with revenue attribution. Plan prices are not published.
6. Finseo
Finseo extracts sources and products, not only mention counts, with daily multi-market runs. Pricing is demo-led.
Comparison table
| Tool | Product-level tracking | Retailer or source detail | Revenue attribution | Price |
|---|---|---|---|---|
| Promptwatch | ChatGPT shopping carousels, Alexa product results | Citation analytics by page and domain | AI-referred visits and conversions | Free tier; Shopping Insights from $579/mo |
| Wildcard | SKU and collection ranking | Cited sources per answer | Orders and revenue | From $99/mo |
| Azoma | SKU level, retailer agents | Marketplace systems | GA4-based | Custom |
| Ranketta | Product-level | Commerce connectors | Not the focus | From 29 EUR/mo |
| Siftly | Shopping product | Source visibility | Traffic, leads, revenue | Not published |
| Finseo | Products and sources | Source extraction | Not published | Demo-led |
Who should pick which
Pick Promptwatch if you want product visibility joined to citations, crawler access and conversion data, and you can start on a plan that includes Shopping Insights. The deciding factor is usually whether you need to explain why a product is missing, not only that it is.
Pick Wildcard if you are a Shopify-centered retailer who wants SKU-level tracking and actions that publish to the store, and weekly refresh is acceptable.
Pick Azoma if you are a consumer brand with marketplace complexity and an enterprise budget.
Pick Ranketta if you want a low-cost start on SKU tracking and catalog enrichment.
Pick Siftly or Finseo if you want demo-led platforms with product and source views.
Practical advice
Run a small set of real buyer prompts, one per product category, and note which products and stores appear. Then check your product pages for clear titles, accurate attributes and crawl access. If your catalog data is thin, tracking will only confirm that. Compare weekly refresh tools against daily ones before you pay, because shopping answers can change fast.