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AI Rank Tracker for ChatGPT, Perplexity and Claude: How LLM Rank and Mention Tracking Works

1 year ago • 5 mins read
Vasco Monteiro
Vasco Monteiro
AI Rank Tracker for ChatGPT, Perplexity and Claude: How LLM Rank and Mention Tracking Works
Table of Contents

An AI rank tracker tells you whether ChatGPT, Perplexity, Claude, Grok and DeepSeek mention or recommend your brand when people ask them questions in your market, which prompts trigger those mentions, and how you compare with competitors. Google rank tracking gives you a position for a keyword. LLM rank tracking is different: there is no results page, so what you measure is how often your brand, pages and products appear in the answers, and in what context.

This guide explains what an LLM rank and mention tracker measures, how the tracking works model by model, and what to do with the data. Arvow’s LLM rank tracker is the example throughout.

In this video I explain why LLM SEO and tracking matters:

What an LLM rank tracker measures

Arvow’s tracker reports five things for each AI model it covers:

  • Mentions: how often the model names your brand or product in its answers, and for which prompts.

  • Rankings: where you appear when the model lists or recommends options, and whether you show up at all.

  • Citations: which of your pages the model links to or draws from, with the actual snippet it used.

  • Competitors: your visibility and mentions compared with your top competitors across the same prompts.

  • Trends and sentiment: whether your AI presence is rising, falling or flat over time, and the tone the model uses when it talks about you.

How LLM rank and mention tracking works

Tracking how many times your brand is mentioned in LLMs is a three step process:

  • Step 1, prompt discovery: the tracker scans your website and builds the list of search prompts your brand is relevant to.

  • Step 2, brand prompting: it runs those prompts through as many LLMs as it can, including ChatGPT, Claude, Perplexity, Grok and DeepSeek, and records every mention.

  • Step 3, the dashboard: the mention data is shown segmented by LLM, by prompt and by number of mentions, with trend graphs over time.

AI answers change from one day to the next, so the tracker repeats the prompts over time instead of checking once. That is what turns a single snapshot into a trend you can act on.

ChatGPT rank tracking tool and mention tracker

ChatGPT is where most teams start. A ChatGPT rank tracking tool answers two questions: does ChatGPT mention you for the prompts that matter, and which pages or sources does it rely on when it does. The ChatGPT mention tracker shows the real snippets, so you can read the context, tone and accuracy of what ChatGPT says about your brand and fix the pages it draws from.

Perplexity rank tracking

For Perplexity, page-level tracking matters most. The tracker shows which of your pages appear in Perplexity’s answers and for which prompts, so you can see which pages are never picked up and optimize those first.

Claude, Grok and DeepSeek

The same prompts run on Claude, Grok and DeepSeek in the same dashboard, so you can see where you are strong and where a model never mentions you. The source attribution map shows how each model links to your site: directly, through citations, or indirectly through summaries.

Who uses an AI rank tracker

  • SEO and content teams that want to know whether their work shows up in AI answers, not only in Google.

  • Agencies reporting AI visibility to clients next to rankings and traffic.

  • Brands and SaaS companies tracking their share of mentions against competitors in ChatGPT and Perplexity.

  • Publishers checking which of their pages LLMs cite, so they can protect and extend that traffic.

How to improve your LLM rankings and mentions

The tracker includes optimization suggestions for raising your rankings and mentions inside LLMs, from content changes to authority building, and a prompt testing sandbox where you run real user prompts and see how each model responds before and after a change.

If the fix is more content that answers the questions in your prompt list, Arvow’s autoblog writes and publishes those articles for you, and the tracker shows whether the new pages start getting cited.

Start with the free LLM brand mention tracker

You can check whether your site shows up in LLMs before paying for anything: the free LLM brand mention tracker tracks unlimited prompts for AI SEO. When you need competitor comparison, citation snippets, trends and page-level data, the full LLM rank and mention tracker covers ChatGPT, Claude, Perplexity, Grok and DeepSeek in one dashboard.

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