Lucid Engine

Lucid Engine focuses on AI search visibility for e‑commerce brands, showing how often and how prominently a store is cited in answers from ChatGPT, Perplexity, and Google’s AI Overviews. It treats Generative Engine Optimization (GEO) as a measurable channel, combining AI visibility scoring, competitor benchmarking, and a prioritized fix list so teams can win more AI recommendations instead of guessing what models see.

What is Lucid Engine? Lucid Engine focuses on AI search visibility for e‑commerce brands, showing how often and how prominently a store is cited in answers from ChatGPT, Perplexity, and Google’s AI Overviews. It treats Generative Engine Optimization (GEO) as a measurable channel, combining AI visibility scoring, competitor benchmarking, and a prioritized fix list so teams can win more AI recommendations instead of guessing what models see. Key Features: AI Visibility Audit: Provides a baseline score that blends citations and prominence across ChatGPT, Perplexity, and Google AI, including separate sub‑scores for top‑position presence and citation quality by URL. Competitor Radar & Share of Voice: Maps which brands AI engines recommend instead, with share‑of‑voice charts that compare a brand against rivals like Nike, Adidas, or Gymshark across monitored prompts and engines. Action Backlog with P0/P1/P2 Priority: Translates visibility gaps into a clear backlog, flagging critical P0 issues such as missing product information or 404s, along with estimated impact percentages, so teams know what to fix first. Live Tracking & Alerts: Monitors strategic prompts daily and highlights when a brand drops out of the top three or when new competitors appear, with alerting designed for channels like Slack and dashboards showing volatility over recent model updates.