Lucid Engine

Lucid Engine is a marketing intelligence platform built for the age of AI search. It helps SaaS companies understand how they are being represented and recommended by large language models like ChatGPT, Google AI, and Perplexity. Instead of just tracking website clicks, Lucid analyzes whether AI models cite your product as a top answer when potential buyers ask questions. It shows you where you're being recommended, where you're losing out to competitors, and what specific content or claims are missing from the AI's understanding of your brand.

The tool works by auditing your brand's presence across major AI engines. It provides a dashboard with metrics like an 'AI Visibility Index' and 'Predictive Gap' analysis. Specific features include Sentiment & Bias Mapping to see how different LLMs view your category, a Citation Audit to see which of your pages AI models use as sources, and Competitor Displacement analysis to identify prompts where rivals are winning. The core idea is to give you a structural view of your brand's position in AI-driven discovery, moving beyond traditional SEO.

This tool is most useful for B2B SaaS founders, marketing teams, and product leaders who need to protect their pipeline as buying shifts from search bars to AI summaries. Real-world use cases include diagnosing why a competitor is consistently recommended over your product, identifying gaps in your technical documentation that AI models ignore, and tracking the commercial impact of being omitted from AI-generated answers. It's for teams that need to ensure their brand becomes the 'ground truth' answer inside AI conversations.