LLM Search Console (http://geo-ai-mention.com">geo-ai-mention.com) is a French-built GEO (Generative Engine Optimization) platform designed to help brands, marketers, and SEO professionals track how they appear inside AI-generated answers. It positions itself as the only tool that follows the complete chain — from AI crawl to the final mention in a generated response. This end-to-end approach is what distinguishes it from simpler mention-tracking tools that only check whether a brand appears in a chatbot output, without explaining how it got there.
The core idea is simple: as users increasingly get information from chatbots instead of traditional search engines, brands need a way to know whether (and how) they're being cited in those AI responses. Traditional SEO metrics like keyword rankings, backlinks, and organic clicks no longer tell the full story, because AI assistants synthesize answers rather than send users to ranked links. The platform monitors visibility across the major large language models and AI search interfaces, including ChatGPT, Claude, Gemini and Google AI Overviews, Perplexity, Mistral, Grok, Copilot, DuckDuckGo, and Qwant — covering essentially every meaningful AI-driven discovery surface in one console.
Key capabilities the service advertises include:
Brand Tracking IA — detecting every mention, broken down by LLM and by prompt, so you can see exactly which queries trigger references to your brand and how that varies between engines.
Competitor Tracking — measuring share of voice against competitors and head-to-head matchups within AI responses, revealing whether you're winning or losing the AI-visibility race in your category.
Reverse Lookup — surfacing which prompts already cite you, helping identify existing AI visibility you may not know about and uncovering content opportunities.
AI Overviews Local — tracking visibility by city and country, useful for businesses with geographic focus such as local services, retail chains, or regional brands.
Citation Chains — identifying where the sources feeding LLM answers actually come from, so you can understand which publications, directories, review sites, or pages influence AI responses about your market and prioritize outreach accordingly.
Tracking Script — a site-installable script that reveals which AI bots are crawling your website, giving insight into how often (and which) AI systems are ingesting your content, from GPTBot and ClaudeBot to PerplexityBot and others.
The platform delivers metrics familiar to anyone from the traditional SEO world but adapted to the AI context: a Visibility Score, Share of Voice measurements, ranking positions inside LLM outputs, and daily monitoring of mentions and citations. Updates are described as real-time, with daily tracking cycles for the major engines, allowing teams to react quickly when their visibility shifts or when a competitor starts dominating a key prompt.
In short, http://geo-ai-mention.com">geo-ai-mention.com is a monitoring and analytics console for the emerging discipline of GEO — the AI-era equivalent of SEO. It targets companies that recognize AI assistants are becoming a primary discovery channel and want concrete data on whether ChatGPT, Claude, Gemini, and others recommend them, mention competitors instead, or rely on third-party sources that shape those recommendations. The interface is French-first but covers a global set of LLMs and supports international tracking, making it relevant for both French-speaking markets and multinational brands looking to understand and improve their generative search footprint.
