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About MentionLens
MentionLens runs a free, no-signup scan of public website pages and machine-readable endpoints to measure how ready a brand is for AI citation and answer engines. An optional one-time paid audit delivers a seven-part evidence-readiness report with competitor comparison.
Updated 7/19/2026
Key Features
- Free evidence-readiness preview — inspect homepage, About, robots.txt, sitemap.xml, llms.txt, metadata, and schema with no account
- Entity clarity scoring — check whether engines can identify exactly what you are and who you serve
- Answer coverage analysis — see if high-intent customer questions have direct, retrievable answers
- Evidence quality review — flag claims that are verifiable, weakly supported, or unsupported
- Citation readiness check — surface quotable facts, original data, definitions, and durable URLs
- Authority source mapping — identify independent sources that confirm the brand and gaps that remain
- Competitor gap comparison — benchmark up to three public competitor URLs against your evidence layer
- Prioritized fixes backlog — a ranked 7-item list ordered by impact, effort, and dependency
- Category-specific audit guides — tailored checklists for AI startups, SaaS, crypto, fintech, ecommerce, and more
Pricing Structure
- Free Scan — $0 — Real no-signup preview of entity clarity, answer coverage, and machine readiness from public pages.
- Full Audit — $5 one-time — Seven-part evidence audit with up to three competitor URLs, prioritized backlog, and instant browser report; paid via USDC/USDT on BNB Chain or Solana.
Why People Use It
People use MentionLens to see how AI answer engines and citation systems perceive their brand before investing in content or SEO work. It appeals to founders, marketers, and site owners who want a deterministic, point-in-time evidence check rather than a fabricated live ranking promise.