About LLM Visibility
The site is branded MentionScore. It finds out whether AI recommends your brand and what it says, without technical knowledge. It prepares a balanced set of questions from discovery to buying decision, including questions that name your brand to reveal reputation, strengths and weaknesses, and questions that do not name it to show whether you appear naturally. You review, edit, remove or add questions before tracking begins.
A distinctive feature is simulated buyer conversations with ChatGPT and Gemini, in which a customer asks follow-ups, raises budget concerns and compares options until a final choice, so you can see whether a recommendation survives objections. Results include a visibility score, brand presence, position, tone and cited sources, each linked to the answer that produced it. Projects can cover a brand, a sector or a person, with countries and languages chosen and tracking weekly, every three days or daily.
MentionScore is a hosted service with an interface option in Spanish, a demo and comparison pages. It offers seven days free with 150 credits and no card, and the site also has comparison, about and contact pages.
Key features
- Prepared analysis questions you can edit
- Questions with and without the brand name
- Simulated buyer conversations on ChatGPT and Gemini
- Visibility score, position and tone
- Cited sources linked to each answer
- Projects for brands, sectors or people
- Tracking weekly, every three days or daily
Good fit for
- Brands checking what AI says about them
- Teams comparing AI recommendations with competitors
LLM Visibility: questions and answers
- What is LLM Visibility used for?
- LLM Visibility is a tool branded MentionScore that prepares questions, tracks whether AI assistants recommend your brand and reports visibility, tone and sources. It is a good fit for brands checking what AI says about them and teams comparing AI recommendations with competitors.
- Is LLM Visibility open source?
- No. LLM Visibility is proprietary (closed-source) software and can't be self-hosted. In the Analytics category, open-source options include Umami, Ackee and Tianji.
- What are some alternatives to LLM Visibility?
- LLM Visibility competes with Semrush, Ahrefs and Similarweb.
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