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AI Product Recommendations: See Which of Your Products ChatGPT Recommends

When a shopper asks ChatGPT which product to buy, the answer names products, not just brands. Mentionable lists every product AI recommends on your questions, yours and your competitors', with how often each one is cited, on which engine and for which question.

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ChatGPT
best electric toothbrush for sensitive gums
Products AI recommends
Sonica Pro 5Dentora · You48 %
PureClean 900Brightly41 %
Gentle Sonic S2Oralis27 %
Sonica KidsDentora · YouNever cited

Mention rate over the last 30 days, your products against your competitors'.

Key Takeaways

  • On a buying question, AI engines recommend products by name. Mentionable reads every answer on your tracked questions and lists each product cited, yours and your competitors', with its mention rate and the number of answers that cite it.
  • Your catalog comes from your site's product pages. The products AI never cites stay visible in a dedicated filter, so you see the gap, not only the wins.
  • Sizes, colors and packs are folded into one product. When AI names the same product two ways, Mentionable suggests a merge, and you can rename, recategorize, merge or split any product.
  • Each product has its own page: answers over time, engines, the questions that bring it up, the price, rating and stores shown on product cards, and the product page of your site it is linked to.
  • The view is part of the e-commerce mode of a project: one switch, set at creation when your site looks like an online store, and changeable in the project settings.

A shopper asks ChatGPT for the best electric toothbrush for sensitive gums. ChatGPT does not answer with a list of brands. It answers with products: a model name, a price, a rating, sometimes a store to buy it from. Your brand can be well known and still lose that answer, because the product ChatGPT picked is a competitor's.

Brand tracking misses this. You see your brand cited or not, never which of your products made it into the answer, or which ones never do.

What does the products view show?

The Products page lists every product that AI engines cite on your tracked questions, yours and your competitors', in one ranking.

Each product, with its brand and category. Your products carry your brand badge. Competitors' products carry theirs. Categories group products the way shoppers compare them.

How often it is recommended. The mention rate over the period, and the number of answers that cite the product.

Filters that match your questions. By category, by brand (yours, your competitors', or both), by period and by engine, with a search across products and brands.

The products AI never cites. The Never cited filter shows the products of your own catalog that no answer has named over the period.

Open a product and you get its own page: answers over time, the engines that cite it, the questions that bring it up, and answers by engine. When an engine shows a product card, you also see what the shopper sees: the average rating, the price shown most often, and the stores the card points to. If the product is linked to a page of your site, the page is there, with a link to its diagnostic.

How does Mentionable find products in AI answers?

Mentionable reads each answer on your tracked questions and picks up products from two places.

Product cards. Some engines, ChatGPT in particular, show shopping cards next to their answer, with a product name, a price, a rating, a review count and a store. Mentionable records each card.

Names in the text. A product named in the sentences of the answer is detected too. Because a name in a sentence is less certain than a card, a product only seen in the text lands in a To review tab until you confirm or reject it.

Your own catalog comes from your site. When Mentionable crawls your site, the product pages it finds become your products, so they exist in the list before any AI cites them.

Products are named many ways: a size, a color, a pack of three. Mentionable folds those variants into one product. When it thinks two entries are the same product, it suggests a merge, and you decide. Anything wrong can be fixed by hand: rename a product, change its category or brand, merge it, split some names into a separate product, or mark it as a store or a competitor brand. The whole history follows the change.

Each answer page of a question also lists the products detected in that answer, so you can check a product mention against the text it came from.

Why track products and not only your brand?

Because on a buying question, the product is the answer.

A shopper who asks an AI which serum, which running shoe or which coffee machine to buy reads a short list of models and picks one. A brand that is named but whose products are not on that list loses the sale to the product that is. And a brand can be strong on one category and absent from the next: cited for its toothbrushes, never for its interdental brushes.

The products view shows that split. It also changes how your brand is counted: on an e-commerce project, an answer that recommends one of your products counts as a mention of your brand, even when the brand name is not written. Your competitors get the same treatment, so the competitor ranking reflects who actually wins the shelf.

Can my own AI read product share of voice?

Yes. Through the Mentionable MCP server, your own AI can list your products, read a product's detail, and go further than the page:

  • Product share of voice by category: the share of product mentions that go to your brand in each category, overall and by engine, with the leading brands and products.
  • The question by product matrix: which question brings up which product, with the questions where a competitor's product is cited and none of yours listed first.

The AI assistant in your dashboard reads the same data and can answer questions like "which category am I losing?" in plain language. The MCP server is included in the plans that offer it.

How do I turn on the products view?

The products view is part of the e-commerce mode of a project, a single switch.

When you create a project, Mentionable reads your site. If it looks like an online store, the question Do you sell products online? is already ticked. You can change it at any time in the project settings, under Online store.

Turning it on does two things. Products appears in your navigation, under Measure, with Retailers as soon as a first store is found in the answers. And the stores and products that AI cites are sorted apart from your competitors, including the ones already found, so your competitor list keeps only real competing brands. Turning it off undoes nothing: only the next scans go back to the usual sorting.

The retailers view comes with the same switch: it shows the stores AI sends shoppers to, and whether your brand is cited with them.

Which plans include the products view?

Every offer, and the 7-day free trial. Product detection runs on the scans of your tracked questions, so there is no separate scan to set up.

Curious if AI mentions your brand?

Run a free scan and see where you stand on ChatGPT.

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Frequently Asked Questions

Can I see which of my products ChatGPT recommends?

Yes. Mentionable reads every answer ChatGPT and the other AI engines give on the questions you track, and lists each product they cite. For each product you see its brand, its category, its mention rate over the period and the number of answers that cite it. Your products and your competitors' products sit in the same list, with a filter to show one side or the other.

How does Mentionable detect products in AI answers?

Two ways. First, the product cards some engines display next to their answer, such as ChatGPT's shopping results, with a name, a price, a rating and a store. Second, the product names written in the text of the answer. A name found only in the text stays in a To review tab until you confirm it, so a vague mention never inflates your numbers.

Which of my products does AI never recommend?

Mentionable starts your catalog from the product pages of your site, found when it crawls it. The Never cited filter lists the products of your catalog that no AI answer has named over the period. That is the list to work on: products you sell, that shoppers ask about, and that AI leaves out.

What is product share of voice in AI answers?

It is the share of product mentions that go to your brand within a product category, against your competitors' products. Mentionable computes it by category and by engine, along with the leading brands and products of each category, and a question by product matrix that shows the questions where a competitor's product is cited and none of yours. Both are available through the Mentionable MCP server and the AI assistant.

Does a product mention count as a brand mention?

Yes, on an e-commerce project. An answer that recommends one of your products without writing your brand name counts as a mention of your brand. The same rule applies to your competitors, so a brand that dominates through its products does not look invisible in your competitor ranking.

How do I turn on the products view?

The products view belongs to the e-commerce mode of a project. When you create a project, Mentionable reads your site and pre-ticks Do you sell products online? if it looks like an online store. You can change it at any time in the project settings, under Online store. Turning it on re-sorts the competitors already found, so stores and products leave your competitor list.

You can see where you stand today.

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