Lucid Engine helps brands measure and grow visibility across AI search engines. It tracks citations and recommendations on ChatGPT, Perplexity, and Gemini, benchmarks competitors, and alerts you when rankings shift. The platform reveals which sources and sentiments drive answers and builds a prioritized backlog to close content gaps so you capture more recommendations. Monitor changes over time with live tracking, geo comparisons, and model release overlays to protect demand.