Data Studies

LLM Pulse Data Studies

Open research on how AI search engines cite the web. Every report is updated daily from live data across ChatGPT, Perplexity, Gemini, Google AI Mode and AI Overviews.

Reports

Each report is broken down across six views — one aggregated and one per AI model.

Shopping & merchants

Which products and merchants AI recommends in shopping-intent queries.

How this data is built

1

Every answer, every week

LLM Pulse runs thousands of prompts against ChatGPT, Perplexity, Gemini, Google AI Mode and AI Overviews each week and captures the full response.

2

Citations, normalized

Every link in every answer is parsed, deduplicated and rolled up to the registrable domain. We publish the 28-day rolling aggregate.

3

Refreshed nightly

A scheduled job rebuilds the rankings every night so every report on this page is never more than 24 hours stale.

The data behind this page

The largest public dataset of AI search citations

These reports are powered by the same pipeline enterprise brands use inside LLM Pulse — millions of AI answers scraped weekly across ChatGPT, Perplexity, Gemini, Google AI Mode and AI Overviews, normalized to the domain, the page and the brand. Get the private version of this dataset for your own company.

  • Millions of AI answers analyzed every week
  • Five major AI search engines tracked out of the box
  • The industry's deepest view of AI citations, mentions and sentiment