ChatGPT Shopping and Amazon Rufus now put products directly in the answer. LLM Pulse shows which prompts surface your catalog, who wins them today, and what to change so buyers see your brand first.
Three views ecommerce and merchandising teams check before a marketplace quietly takes the recommendation.
Share of Voice
A shopper who asks AI for the best option rarely opens a second tab. The recommendation splits between your store, rival brands and the marketplaces reselling your products, and this view puts a weekly number on each slice. When a reseller takes over a category, the cited domains underneath show which buying guides handed them the edge.
Citation Sources
AI does not browse your PDPs first. It assembles recommendations from review roundups, comparison posts and seasonal gift guides, and this ranking shows which of them carry your product prompts. Pitch the guides cited most in your category before the season peaks, then watch the next weekly runs as your products enter the answers.
Prompt Tracking
Category questions, head-to-head comparisons and "best gifts for" prompts line up per market, each with its mention rate against last week. A merchandiser can spot a product line slipping in Germany while it holds in Spain, without opening a single answer.
AI assistants hand shoppers a shortlist before they ever open a search results page.
See which product prompts return shopping results and whether your catalog appears in them.
Run prompts like "best running shoes under 100" weekly across ChatGPT, Perplexity, Gemini and more.
Measure share of voice against rival brands and the marketplaces that resell your products.
Gift guides, review roundups and comparison articles feed AI answers. Citation analysis shows which ones get cited on your prompts.
Our free feed checker flags the product data gaps that keep your catalog out of ChatGPT Shopping.
AI paid ads tracking shows when sponsored results appear on your product prompts and who bought them.
From catalog to AI shelf in four steps.
Import the questions shoppers ask AI, from category prompts to gift guides. AI prompt suggestions help you cover the whole catalog.
ChatGPT, Perplexity, Gemini, Google AI Overviews and Google AI Mode on every plan, with more models on Enterprise.
Brand Visibility, share of voice against rivals and marketplaces, ChatGPT Shopping results, and the sources each answer cites.
Use the free feed checker and content recommendations to close the gaps, then watch the next weekly run confirm the change.
Where retail and ecommerce teams put LLM Pulse to work.
Track "best gifts for" prompts before the season peaks and see which sources feed the answers.
Measure whether AI sends buyers to your store or to the marketplaces that resell you.
Watch how quickly AI models pick up a new product line and start recommending it.
See how your products fare when shoppers ask AI to compare you with a rival head to head.
"LLM Pulse is a pioneering response to the need to measure performance across different LLMs. At TecnoCampus we need maximum transparency, to parameterize results and to be able to carry out visibility audits for our brand, now also in the increasingly established field of AI."
Common questions from retail and ecommerce teams.
Research on how AI models pick the brands and products they recommend.
Read moreTest whether your product feed is ready for ChatGPT Shopping in minutes.
Read moreHow LLM Pulse tracks shopping results on the prompts your buyers ask.
Read moreStart a 14-day free trial and see which product prompts your brand wins today.
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