Entity clarity
Can an engine identify exactly what you are, who it is for, and how you differ?
Enter a public website and get a real evidence-readiness preview in seconds. See the gaps first; pay only if you want the full seven-part audit and competitor comparison.
AI can parse the offer, but cannot verify category authority or distinguish it from larger competitors.
AI answers assemble recommendations from clear entities, direct answers, credible sources, fresh proof, and consistent third-party signals. A polished homepage alone is rarely enough.
MentionLens is a readiness audit — not a fabricated “rank tracker” and not a promise that any model will recommend you.
MentionLens will inspect the public homepage, About page, robots.txt, sitemap.xml, llms.txt, metadata, schema, answers, and evidence signals. No account or payment.
No 80-page filler. The report separates observed facts, scoring inference, missing evidence, and the changes to ship first.
Can an engine identify exactly what you are, who it is for, and how you differ?
Do high-intent customer questions have direct, retrievable answers?
Which claims are verifiable, weakly supported, or unsupported?
Are there quotable facts, original data, definitions, and durable URLs?
Which independent sources confirm the brand — and which are missing?
Where do supplied competitor URLs expose stronger public evidence?
A 7-item backlog ranked by impact, effort, and dependency.
The loop is self-service. A signed quote binds the scope, network, token, exact amount, and payment window before any transfer is made.
Add one public URL, category, and up to three competitor URLs. The exact amount includes a sub-$0.10 anti-reuse suffix.
Use the selected stablecoin and network, then paste the full transaction hash.
The system verifies on-chain payment, inspects public evidence, and renders a printable report in this browser.
Launch price for one public website, one category, and up to three competitor URLs.
Use the free checklist, inspect a complete fictional example, or read the audit guide for your category.
Audit your entity clarity, evidence, answers, and crawl readiness before ordering.
Read guide →02See the scoring, evidence standards, limitations, and prioritized backlog.
Read guide →03Understand the evidence gaps that can make a strong AI product difficult to retrieve and cite.
Read guide →04Check identity, claims, sources, freshness, and machine-readable public evidence.
Read guide →05Turn answer-engine readiness into concrete implementation decisions.
Read guide →06Strengthen product clarity, pricing answers, proof, comparisons, and shortlist readiness.
Read guide →07Connect public documentation, technical answers, benchmarks, and source evidence.
Read guide →08Clarify product roles, trust claims, operating context, and attributable sources.
Read guide →09Define product boundaries and support assurance, architecture, and comparison claims.
Read guide →10Improve product facts, policy answers, trust evidence, and structured-data readiness.
Read guide →No. It is a point-in-time evidence and technical readiness audit of public web information. AI outputs vary by model, prompt, location, and time; no recommendation or ranking is guaranteed.
The server verifies the exact transfer against the signed quote, then inspects public HTML, metadata, schema, crawl endpoints, recency signals, source links, and the supplied competitor homepages. The report renders in the browser.
Only the exact USDC or USDT token shown for BNB Smart Chain (BEP20) or Solana. Do not use Ethereum, Tron, Polygon, Base, another token with the same symbol, or another network.
The signed quote adds a random suffix below 0.10 stablecoin. That exact amount helps distinguish concurrent orders and makes unrelated on-chain transactions unusable for a new audit scope.
Only public pages and machine-readable endpoints. Never submit passwords, private dashboards, wallet keys, seed phrases, customer data, or non-public URLs.
Wait for finality, then retry with the same signed quote and transaction hash. BSC requires at least three confirmations; Solana requires finalized status. The paid quote remains redeemable for seven days.