AI competitor citation tracking

Tools that track prompt-level wins and losses against competitors belong to the category of LLM Visibility and Generative Engine Optimization (GEO) platforms . Rather than tracking traditional keyword rankings on a search engine results page, these platforms monitor how your brand performs question-by-question inside conversational AI engines (like ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews).[launchcodex.com](https://launchcodex.com/blog/seo-geo-ai/top-llm-tracking-tools-ai-visibility/)[[2](https://seocrawl.ai/prompt-tracking)](https://seocrawl.ai/prompt-tracking)

Popular platforms providing this specific prompt-by-prompt comparative breakdown include:

• Profound : Built for enterprise-grade generative engine research and tracking competitor Share of Model/Share of Voice.[launchcodex.com](https://www.geoly.ai/blog/best-llm-seo-tools)
• CrowdReply : Features dedicated "compare views" and gap analyses that split your prompt library directly into wins and specific competitor-won losses.[launchcodex.com](https://crowdreply.io/features/ai-competitor-analysis)
• Diploria AI : Offers prompt-level tracking that highlights exact question-by-question wins and losses alongside cited-domain overlap.[launchcodex.com](https://diploria.ai/solutions/competitive-intelligence)
• Otterly.AI / GEOly / SEOCrawl : Lighter or specialized GEO tracking alternatives used to monitor prompt mentions, citations, and visibility shifts against rivals.[launchcodex.com](https://www.geoly.ai/blog/best-llm-seo-tools)

If you are looking to set up tracking for a specific brand or use case, let me know:

• Which AI engines you want to focus on (e.g., ChatGPT, Perplexity, Google AI Overviews)
• Whether you need enterprise-level competitor analytics or a lightweight/starter tool

I can help narrow down the ideal platform for your workflow.