Lucid Engine

Lucid Engine targets a problem that traditional SEO dashboards do not cover: buyers now get recommendations from AI summaries instead of blue links, so a brand can keep its traffic metrics while quietly losing the decision. The platform runs structured prompt sets against major answer engines, scores how often and how prominently your brand is mentioned, and shows which competitors own the prompts you are missing.

The core analysis layer goes beyond mention counts. Lucid maps the sources AI models treat as ground truth for your category, flags semantic gaps in your product and documentation pages that prevent correct indexing, and monitors sentiment and bias toward your product category. This means teams can see not only where they are absent, but why models frame them a certain way.

The workflow closes the loop from diagnosis to remediation. A Truth Layer audit and AI readiness check produce prioritized action briefs, draft /llms.txt files, and proof to publish; after shipping changes, Lucid re-verifies them and keeps results in run history. Weekly monitoring runs enable drift detection so visibility changes are spotted early. Pricing starts with a free checker, a $29 one-time snapshot, and an $89/month monitoring plan, with enterprise options for teams and agencies.