For Retail & Ecommerce Brands

Get your products into AI shopping recommendations

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.

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Who gets the sale when AI picks the product

Three views ecommerce and merchandising teams check before a marketplace quietly takes the recommendation.

Share of Voice

When a reseller outsells you on your own catalog

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.

  • Know when a marketplace overtakes your store
  • Weekly share per reseller and rival brand
  • The buying guides behind every lost point
Explore Share of Voice
When a reseller outsells you on your own catalog

Citation Sources

Get into the buying guides AI shops from

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.

  • The roundups deciding your category, ranked
  • Gift-guide targets sorted before peak season
  • See which cited pages skip your products
Explore Citation Sources Analysis
Get into the buying guides AI shops from

Prompt Tracking

Your whole catalog's AI presence in one scan

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.

  • Mention rate per product prompt, week over week
  • Every market you sell in, side by side
  • Slipping categories flagged before revenue feels it
Explore Prompt Tracking
Your whole catalog's AI presence in one scan

Why Ecommerce Brands Choose LLM Pulse

AI assistants hand shoppers a shortlist before they ever open a search results page.

Track ChatGPT Shopping Results

See which product prompts return shopping results and whether your catalog appears in them.

Monitor Product Recommendation Prompts

Run prompts like "best running shoes under 100" weekly across ChatGPT, Perplexity, Gemini and more.

See Who Wins the Recommendation

Measure share of voice against rival brands and the marketplaces that resell your products.

Find the Sources AI Trusts

Gift guides, review roundups and comparison articles feed AI answers. Citation analysis shows which ones get cited on your prompts.

Check Your Shopping Feed

Our free feed checker flags the product data gaps that keep your catalog out of ChatGPT Shopping.

Watch Paid Placements in AI Answers

AI paid ads tracking shows when sponsored results appear on your product prompts and who bought them.

How It Works

From catalog to AI shelf in four steps.

  1. 1

    Add your product prompts

    Import the questions shoppers ask AI, from category prompts to gift guides. AI prompt suggestions help you cover the whole catalog.

  2. 2

    Run them weekly across 5 AI models

    ChatGPT, Perplexity, Gemini, Google AI Overviews and Google AI Mode on every plan, with more models on Enterprise.

  3. 3

    Read the shopping data

    Brand Visibility, share of voice against rivals and marketplaces, ChatGPT Shopping results, and the sources each answer cites.

  4. 4

    Fix your feed and content

    Use the free feed checker and content recommendations to close the gaps, then watch the next weekly run confirm the change.

Built for Retail Use Cases

Where retail and ecommerce teams put LLM Pulse to work.

Seasonal gift guides

Track "best gifts for" prompts before the season peaks and see which sources feed the answers.

Brand vs marketplace

Measure whether AI sends buyers to your store or to the marketplaces that resell you.

Product launches

Watch how quickly AI models pick up a new product line and start recommending it.

Comparison prompts

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."

Jordi Perez Rubio

Jordi Perez Rubio

TecnoCampus

LinkedIn

Frequently Asked Questions

Common questions from retail and ecommerce teams.

Is your catalog in the AI answer?

Start a 14-day free trial and see which product prompts your brand wins today.

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