Built for AI products, agent platforms, developer tools, model infrastructure, copilots, and vertical AI startups preparing for launch or growth.
What an AI visibility audit checks
Answer engines need more than a polished landing page. They need a stable entity, a clear category, direct answers to buyer questions, verifiable proof, durable source URLs, and machine-readable structure.
MentionLens reviews the public pages that a prospective customer or retrieval system can reach without an account. It separates observed facts from scoring inference so the report never pretends to measure a model response it did not observe.
- ✓Entity and category clarity
- ✓High-intent answer coverage
- ✓Evidence and citation readiness
- ✓Independent authority signals
- ✓Freshness and machine-readable structure
Why strong AI products still get overlooked
AI startup websites often lead with an abstract promise, hide the customer definition, and spread proof across demos, social posts, documentation, and founder interviews. A human can assemble that story. An answer engine may not.
The audit identifies where the public evidence chain breaks: the claim without a source, the use case without a standalone answer, the comparison without a stable page, or the product name without a consistent entity description.
- ✓Vague category language
- ✓Claims without original examples or data
- ✓No quotable definitions
- ✓Important facts trapped in video or app UI
- ✓Weak About, schema, canonical, or crawl signals
What you receive
After exact on-chain payment is verified, MentionLens scans the submitted public website and up to three competitor homepages. The report is generated instantly in the browser and can be printed or saved as JSON evidence.
The output is designed as an implementation backlog, not an 80-page consulting deck. Seven recommendations are ranked by impact and effort, with inspected sources and limitations included.
- ✓Overall readiness score
- ✓Seven evidence dimensions
- ✓Competitor evidence comparison
- ✓Seven prioritized fixes
- ✓Printable report and JSON download
Before you order
Does this track live AI rankings?
No. It is a point-in-time audit of public evidence and technical readiness. Model answers vary by prompt, model, geography, and time.
How much does it cost?
The launch price is a signed exact amount from 5.000000 to 5.099999 USDC or USDT on BNB Smart Chain or Solana.
Do I need to grant website access?
No. MentionLens inspects public pages only. Never provide credentials, wallet keys, private dashboards, or customer data.