AI visibility tools measure whether your brand is cited by ChatGPT, Claude, Gemini, or Perplexity, and how often compared to your competitors. Without LLM tracking, you are steering your GEO strategy blind, whereas Gartner predicts a 25% drop in traditional search volume by 2026¹.
Is your brand cited by ChatGPT, Claude, or Gemini? LLM tracking tools measure your AI visibility in GEO engine responses. A comparison of the best tools to track your AI visibility in France.
What is an AI visibility tool and what is it for?
An AI visibility tool monitors how your brand appears in the responses generated by LLMs. It automatically queries ChatGPT, Claude, Gemini, Perplexity, or Google AI Overviews with prompts related to your business, then analyzes the results.
The principle is simple. The tool submits queries like “best SEO consultant in Nice” or “which CRM to choose for an SME”. It collects the answer, identifies if your brand is mentioned, in what context, and with which sources.
Three mechanisms coexist on the market:
- Mention tracking: the tool spots every time your brand name appears in an AI response, with or without a link.
- Citation analysis: it identifies the URLs of your site cited as a source by the LLM — a strong signal of authority.
- Prompt simulation: it reproduces what a user would see when asking an AI engine a question, then compares your presence to that of your competitors.
LLM tracking does not replace traditional SEO. It complements it. You now manage two dashboards: your Google rankings and your share of voice in AI responses.
Comparison of the best AI visibility tools in 2026
The market for LLM tracking tools has exploded since late 2024. Over 40 solutions exist. I am only keeping five here, all tested, which provide measurable value for an entrepreneur or marketing team in France.
| Tool | Origin | LLMs covered | Analysis frequency | Starting price | Recommended plan | Free trial | Key strength |
|---|---|---|---|---|---|---|---|
| Cockpyt AI | France | ChatGPT, upcoming (Perplexity, Copilot, Gemini, Claude) | Weekly + on-demand scan | €49/month | Pro – €99/month | 14 days | Cockpyt Score + prioritized GEO recommendations + GSC/Analytics connection |
| Qwairy | France | ChatGPT, Perplexity, Copilot, Gemini, AI Overviews, Grok, Claude, Mistral, AI Mode, DeepSeek | Daily to weekly (depending on credits) | €59/month | Growth – €189/month | 14 days | 10 LLMs covered + content recommendations + API/MCP |
| Meteoria | France | ChatGPT, Google AI Overview, Perplexity, Gemini, Grok | Daily | €75/month | Pro – €175/month | 7 days | UI scraping (no API) + e-commerce module |
| Profound | United States | ChatGPT, Gemini, Perplexity, Claude, Copilot + others | Daily | $99/month | Growth – $399/month | Demo on request | AI traffic attribution + ChatGPT Shopping + Prompt volumes |
| Botrank.ai | France | ChatGPT, Perplexity, AI Overview, Gemini, Mistral | Daily | €75/month (Starter) | Business – €245/month | 7 days | Technical GEO audit + AI agent “Bob” + responsive French support |
Prices observed in April 2026 on the publishers’ official websites. Prices exclude tax and are subject to change.
Cockpyt AI: the best value for money made in France
I am the co-founder of Cockpyt AI. I state this upfront, for transparency. And I designed it to solve a problem I encountered with my SEO consulting clients: nobody knew if their brand was being cited by ChatGPT, nor how to measure this visibility without spending hours on it.
Cockpyt AI queries ChatGPT and other LLMs every week. The tool generates several key metrics including: the Cockpyt Score (our proprietary algorithm) and the Share of Voice (relative share against your competitors). If your score is low, the tool automatically produces a list of prioritized GEO recommendations by impact (high, medium, low).
Connecting to Google Search Console automatically transforms your top-performing keywords into tracking prompts. You are not starting from a blank page. Your SEO data directly feeds your GEO strategy.
The approach is deliberately simple. No cluttered dashboards. No dozens of LLMs that nobody checks. A focus primarily on ChatGPT, which remains the most used AI engine in France, and concrete actions to take to improve your presence. For a freelancer or SME starting in GEO, it is the most accessible entry point on the French market.
Read also: How to rank on ChatGPT: the complete guide
Qwairy: the most comprehensive tool for SEO and GEO specialists
Qwairy covers ten AI engines: ChatGPT, Perplexity, Copilot, Gemini, AI Overviews, Grok, Claude, Mistral, AI Mode, and DeepSeek. It offers the broadest multi-LLM coverage on the market among French tools. Developed by two Frenchmen (Luca Fancello and Nicolas Ilhe), the tool goes beyond rank tracking.
Qwairy identifies the content to create to appear in AI responses, the sources that cite your competitors without citing you, and the communities (YouTube, Reddit, X, Quora) where you should strengthen your presence. The API and MCP connector allow you to integrate the data into your existing workflows.
Prices start at €59/month for Starter (1,000 credits). The Growth plan at €189/month (4,000 credits, up to 5 workspaces) is the recommended tier for an agency or structured marketing team. A 14-day free trial is available without a credit card.
Meteoria: French-style GEO with UI scraping
Meteoria is a 100% French tool, adopted by over 1,000 companies. Its defining feature: it queries AI user interfaces via UI scraping, not via APIs. The analyzed responses are therefore identical to what a real user would see.
The tool covers ChatGPT, Google AI Overview, Perplexity, Gemini, and Grok. Analysis is daily. Meteoria offers a dedicated e-commerce module for ChatGPT product carousels, sentiment analysis, and query fan-out tracking.
The Starter plan starts at €75/month for 25 prompts (2,250 monthly responses, onboarding included). The Pro plan at €175/month goes up to 100 prompts and 9,000 responses. Beyond that, custom offers start at €300/month.
Profound: the enterprise solution for large accounts
With a $96 million funding round in 2026, Profound is the most comprehensive platform on the global market. Multi-LLM tracking, sentiment analysis, AI traffic attribution, ChatGPT Shopping features, and most importantly Prompt Volumes — data on what millions of users are asking AIs, with demographic segmentation.
Botrank.ai: technical GEO audit and AI agent Bob
Botrank.ai is a French LLM tracking tool with responsive French support. It analyzes your visibility daily on ChatGPT, Perplexity, AI Overview, Gemini, and Mistral via UI scraping.
What sets Botrank apart: the technical GEO audit of your pages (20+ criteria, score, and recommendations) and the AI agent “Bob”, capable of analyzing your visibility data, writing optimized content, and structuring an action plan. It is the only tool on the market offering an autonomous agent dedicated to GEO.
Three plans: Starter from €75/month, Business from €245/month, and a custom plan. All plans include unlimited user seats and multi-country/multi-language analysis. A 7-day free trial is available.
Key Takeaways
- An AI visibility tool detects mentions and citations of your brand in the responses of ChatGPT, Claude, Gemini, and Perplexity.
- The KPIs to monitor: visibility score, LLM Share of Voice, sentiment analysis, cited sources.
- Cockpyt AI is the tool offering the best value for money, made in France.
- Pairing an LLM tracking tool with a citable content strategy (structured data, third-party mentions, LinkedIn) remains the most profitable lever.
Which KPIs should you track to measure your visibility in LLMs?
Before choosing a tool, you need to know what you are measuring. Five indicators structure AI visibility tracking.
The visibility score (or Cockpyt Score in some tools) quantifies how often your brand appears in AI responses for a given set of prompts. It is your “position zero” in the LLM universe.
The LLM Share of Voice compares your presence to that of your competitors. If your competitor captures 40% of mentions on your target queries and you get 12%, you have a quantifiable margin for improvement.
Sentiment analysis evaluates the tone of the mentions: positive, neutral, or negative. An LLM can cite your brand while advising against it. Knowing you are mentioned isn’t enough, you need to know how.
Cited sources reveal which content (articles, forums, product pages) feeds the LLM’s answer. According to a 2026 ConvertMate study on 80 million citations, sites with a complete structured schema (Article, FAQ, HowTo in JSON-LD) see a 67% improvement in AI coverage².
Read also: Query fan-out: how LLMs select your content
AI traffic tracking via GA4 measures sessions coming from AI referrers (perplexity.ai, chatgpt.com). This is the only real first-party data that links AI visibility to business performance.
| KPI | What it measures | Recommended tool |
|---|---|---|
| Visibility score | Mention frequency on your prompts | Cockpyt AI, Semrush AI Toolkit |
| Share of voice (SOV) | Your share vs competitors | Qwairy, Profound, Botrank |
| Sentiment | Positive / neutral / negative tone | Peec AI, Semrush, Profound |
| Cited sources | URLs and domains referenced by the LLM | Ahrefs Brand Radar, Qwairy |
| AI traffic (first-party) | Real sessions generated by LLMs | GA4 (free) |
How to choose the right LLM tracking tool for your business?
The best tool depends on three variables: your budget, your technical expertise, and the number of LLMs you want to target.
You are a freelancer or a very small business (VSE) in France. Start with GA4 (free) to measure your real AI traffic. Add Cockpyt AI or Botrank for mention tracking and GEO recommendations. Monthly budget: €0 to €89.
You are an SME with a marketing team. Qwairy or the Semrush AI Toolkit module cover multi-LLM tracking, competitive analysis, and content recommendations. Budget: €59 to €199/month.
You are a large account or an SEO agency. Profound or Semrush One offer the broadest coverage, with attribution, AI crawl, and advanced sentiment analysis. Budget: $200 to $400+/month.
A common trap: multiplying tools. It is better to have one well-used tool than a stack of dashboards nobody looks at. The tool does not make the strategy. It is your ability to produce citable content — structured, sourced, visible on third-party platforms — that determines your visibility score in LLMs.
The limitations of AI visibility tools: what they don’t tell you
No LLM tracking tool provides perfectly reliable measurement. And you need to know this before investing.
The volatility of AI responses is the first bias. The same question asked to ChatGPT two hours apart can produce two different answers. LLMs are probabilistic. The score you observe is a snapshot, not a stable position.
The Superlines study (Jan-Feb 2026, 34,234 AI responses across 10 platforms) measured citation variations of up to a factor of 615 depending on the platform, even with the same brand, same content, and same period³.
Methodological opacity is the second problem. Most tools do not reveal which prompts they use, how results are weighted, or which versions of the models the tests are run on. Your score may reflect the tool’s query set more than your actual visibility.
50% of the sources cited by AIs do not overlap with the top Google results. Your GEO competitors are not always your traditional SEO rivals. An LLM tracking tool can reveal players you had never identified as competitors.
My recommendation: use these tools as compasses, not as GPS devices. Always cross-reference data from an AI visibility tool with your GA4 metrics and your manual prompt tests.
How to optimize your AI visibility beyond tools?
An LLM tracking tool detects the problem. It does not solve it. Here are the levers that matter.
Structure your content for AI. JSON-LD structured data (Article, FAQ, HowTo, Product) is a prerequisite. The 2026 ConvertMate study shows a 67% improvement in AI coverage for sites that implement a comprehensive structured schema².
Multiply your off-site presence points. Visibility in LLMs is built just as much off your site as on it. LinkedIn has become the 2nd most cited domain in LLMs (Semrush, analysis of 325,000 queries, Jan-Feb 2026)⁴. Your LinkedIn profile, your published articles, your Google Business Profile, your mentions in industry media — everything feeds the perception of AI models.
Create “citable” content. LLMs look for factual, sourced answers with verifiable numbers. A long article that stacks generalities will not be cited. A short paragraph that directly answers a question, with a data point and a source, is highly likely to be.
Monitor your AI competitors, not just SEO. Competitive analysis in GEO visibility tools often reveals players absent from the Google top 10 but omnipresent in AI answers. These are your true rivals on this channel.
The return on investment of GEO is measured over 3 to 6 months. Otterly AI documents an average conversion increase of +10% for brands that regularly update their content and use an LLM tracking tool (source: AI Search Insights).
Frequently Asked Questions about AI visibility tools
Does an AI visibility tool replace Semrush or Ahrefs?
No. AI visibility tools measure your presence in the responses of LLMs (ChatGPT, Claude, Gemini). Semrush and Ahrefs drive your SEO on traditional search engines. The two complement each other. Semrush actually offers its own AI Toolkit module to cover both needs in a single interface.
Can I track my AI visibility for free?
Yes, partially. GA4 measures traffic from AI referrers (perplexity.ai, chatgpt.com). You can also manually test your prompts every week on ChatGPT and Gemini. Automation remains the main advantage of paid tools.
What is the best LLM tracking tool for a business in France?
It depends on your profile. For a freelancer or small business, Cockpyt AI or Botrank (from €89/month) offer good value for money in French. For an SME, Qwairy (from €59/month) or Semrush AI Toolkit ($99/month) are the most comprehensive. For a large account, Profound ($399/month) dominates the market.
Will GEO replace SEO?
No. SEO remains the foundation of your indexability and domain authority. GEO adapts your content to be cited and recommended in generative AI responses. The most profitable strategy combines both: solid Google rankings and content optimized for LLMs.
How do I know if ChatGPT cites my brand?
Manual method: ask ChatGPT the questions your prospects are asking (“best [your industry] in [your city]”) and check if your brand appears. Automated method: a tool like Cockpyt AI or Qwairy submits these prompts every week and alerts you if your visibility score changes.
Does structured data influence AI visibility?
Yes. The 2026 ConvertMate study, based on 80 million citations covering over 10,000 domains, measured a 67% improvement in AI coverage for sites with a complete JSON-LD schema (Article, FAQ, HowTo, Product). This is a technical signal that LLMs exploit via their RAG (Retrieval-Augmented Generation) mechanism.
Does LinkedIn influence visibility in LLMs?
Heavily. According to Semrush (325,000 queries analyzed, Jan-Feb 2026), 11% of AI answers cite a LinkedIn URL on average. For professional queries (business, finance, tech), LinkedIn is the most cited domain across the six platforms analyzed. Your profile, articles, and LinkedIn company page are full-fledged GEO levers.
Sources
- ¹ Gartner, “Gartner Predicts Search Engine Volume Will Drop 25% by 2026, Due to AI Chatbots and Other Virtual Agents”, February 2024.
- ² ConvertMate, “AI Visibility Study 2026”, analysis of 80 million citations, 10,000+ domains, 2026.
- ³ Superlines, “AI Search Statistics 2026 : 60+ data points”, 34,234 AI responses analyzed across 10 platforms, January-February 2026.
- ⁴ Semrush, analysis of 325,000 AI queries, January-February 2026.


