Lucid Engine

Lucid Engine measures how often AI engines such as ChatGPT and Google AI recommend your SaaS product for real buying questions, and which competitors win instead. It is aimed at marketing teams treating generative search as a pipeline channel.

An audit gives an AI visibility score, the buyer prompts you are losing, the brands that currently own those answers and an estimate of pipeline at risk. It then suggests the next proof to publish, such as a comparison page aimed at a lost prompt.

The paid workspace adds a truth layer that checks what AI says about you, AI readiness checks for your pages, publication verification, action briefs and weekly runs across engines with history. A free checker runs without signing up.