Key Features

Comprehensive Visibility Audit across ChatGPT, Perplexity, and Google AI engines.
Competitor Radar to track and benchmark Share of Voice against rivals in AI answers.
Prioritized Action Backlog (P0/P1/P2) for immediate, high-impact optimization tasks.
Live Tracking with instant alerts when brand citations drop or competitors rise.
Explainability features detailing top influencing sources and the sentiment shaping AI answers.
Volatility Timeline correlating visibility shifts with specific generative model release dates.
Geo Tracking to monitor answer variations by geographic location down to the city level.
Analysis of source distribution (Brand, Editorial, UGC) driving AI recommendations.

The core functionality of Lucid Engine revolves around providing deep, actionable visibility audits across major generative platforms. Users receive a composite Global Score reflecting overall standing, alongside detailed breakdowns for each engine, showing specific performance in terms of top-position mentions and overall citation rates. Furthermore, it identifies key competitor brands and visualizes the market's Share of Voice in these new conversational results, exposing threats that are often invisible through conventional SEO monitoring tools. By pinpointing the exact sources—such as UGC, editorial content, or brand sites—that AI models are prioritizing, the platform empowers marketing teams to focus their efforts where they yield the highest immediate impact in the AI ecosystem.


To translate visibility data into tangible growth, the product offers a prioritized Action Backlog, which automatically isolates immediate fixes (P0) based on their projected impact on AI recommendations. This ensures that efforts are directed toward critical blockers first, offering immediate ROI through schema adjustments, crawl fixes, or content clarification. Beyond static measurement, Lucid Engine incorporates live tracking with instant alerts for drops in citation or competitor gains, daily scans across defined strategic prompts, and the unique ability to correlate visibility changes with model updates via a Volatility Timeline. This comprehensive approach ensures sustained relevance as the generative landscape continues to shift.

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