We ask the AI assistants what a buyer of our kind of product would ask, and count how often they name LLMBOO. We started at zero, like most young companies. This page shows the number as it is, and what we did about it.
Ten questions, the same every week. None of them names us. Each assistant answers with its live web search switched on, as a person using it today would get.
| Question | Perplexity | ChatGPT | Claude | Gemini |
|---|---|---|---|---|
| What are the best tools to track and improve how often ChatGPT and other AI assistants recommend my online store? Name specific products. | not named | not named | not named | not named |
| Which AI visibility (GEO) tools are a good fit for a small e-commerce brand? Name specific products and prices. | not named | not named | not named | not named |
| How can I check whether ChatGPT, Claude, Gemini and Perplexity mention my brand? Which services do this? | not named | not named | not named | not named |
| Is there a WordPress or WooCommerce plugin that generates llms.txt and makes my store readable for AI assistants? Name specific plugins. | not named | not named | not named | not named |
| What is the cheapest way to get an AI visibility report for my website? Name specific services. | not named | not named | not named | not named |
| Which companies do generative engine optimization (GEO) for online shops as a done-for-you service? | not named | not named | not named | not named |
| What are good alternatives to Profound or AIclicks for a small online store? | not named | not named | not named | not named |
| My Shopify store is never recommended by ChatGPT. Which tools or services can fix that? | not named | not named | not named | not named |
| What is the best free tool to see my AI visibility score across ChatGPT, Claude, Gemini and Perplexity? | not named | not named | not named | not named |
| Which tools compare my website with my competitors' for AI readiness, such as llms.txt and structured data? | not named | not named | not named | not named |
Otterly.AI (13 answers) · Peec AI (7 answers) · SEMrush (6 answers) · Profound (5 answers) · Ahrefs (4 answers) · Yotpo (3 answers) · HubSpot (3 answers) · Hootsuite (3 answers)
These are the names in the answers, counted as given. They are good products, and they have been written about for longer than we have existed.
| Measured | Answers naming us | Answers | Our site cited |
|---|---|---|---|
| 12 October 2026 | 0 | 40 | 0 |
| 12 October 2026 | Started publishing this page. Published four pages that answer the questions directly: a comparison of AI visibility tools for online stores, alternatives to the large platforms, our llms.txt plugin for WordPress and WooCommerce, and what an AI visibility report costs. |
| 12 October 2026 | First measurement: named in none of the answers. The assistants read about 300 pages to answer these questions and our name was on none of the most-used ones. |
Once a week our own software puts the ten questions above to ChatGPT, Gemini, Perplexity and Claude through their official interfaces, with web search on. An answer counts when it contains our name. We also record every page the assistants cite, and check each one for our name; that list is our to-do list.
Forty answers is a small sample, and answers vary from day to day, so read the trend over several weeks. An assistant reached through its interface can answer differently from the app on your phone. Nothing on this page is edited by hand except “What we changed”.
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