Lucid Engine

Free AI visibility checker showing whether AI recommends your product or your competitors

Webfreemiumglobal

A free web app that analyzes whether AI assistants recommend a product or point users toward competitors, aimed at indie makers and micro‑SaaS founders. Users paste a domain to get a snapshot of prompts showing where AI mentions, overlooks, or favors rivals, with an option to unlock a deeper one‑shot snapshot.

Website

Full match profile

Behind the summary, Matchbox keeps a richer profile of Lucid Engine - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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