Built for search, answers, and AI visibility
A product with explicit source signals
QueryLantern is a page-level audit tool designed to highlight gaps between traditional SEO performance and visibility in answer engines and AI systems.
QueryLantern is built and operated by an independent team based in France, with a focus on search, structured content, and emerging AI visibility patterns.
Contact: hello@querylantern.com
A score built on real signals
The free score is lighter than a full audit, but it still comes from a real evaluation engine, not a vanity metric.
It reflects crawlability, structure, internal linking, metadata, answer clarity, and machine-readable signals instead of trying to impress with vague AI language.
Red flags such as noindex or a globally blocked crawl stop the score from looking better than the page actually deserves.
Built around the signals that actually matter
What a free audit can reveal
A page can have a strong technical SEO base while still underperforming on answer structure and AI-readable signals. This is exactly the kind of signal split the free audit is built to surface quickly.
The technical base looks solid, but answer structure and AI-readable signals still leave room for improvement.
Strong crawl, metadata, schema, and indexability signals on the tested page.
Weak short-answer structure, missing FAQ logic, and thin reusable answer blocks.
Usable AI access, but incomplete machine-readable context and citation readiness.
Move from signal to a real implementation plan.
The free audit tells you whether a page has a problem. The full audit shows what is holding visibility back across up to 5 key pages, what to fix first, and what can wait.
Key risks and priorities in a format that can be read quickly.
Broader evidence across up to 5 key pages across SEO, AEO, and GEO.
Fixes ranked by impact and effort, not just by guesswork.
Built with a real scoring engine. Reviewed like a real audit.
QueryLantern combines a structured evaluation engine with manual review and prioritisation. The goal is not to generate noise. It is to tell you what matters, what does not, and what to fix first.
Straight answers before you run the check
What does the free audit check?
The free audit reviews crawlability, page structure, metadata, internal linking, answer readiness, and basic machine-readable signals on the submitted page.
Does the free audit crawl my whole site?
No. The free version stays intentionally light so it remains fast and useful. Deeper validation, broader analysis, and review of up to 5 key pages belong to the full audit.
What is the full audit?
The full audit is a deeper written review of up to 5 key pages. It expands the same scoring logic with stronger evidence and prioritisation, then turns the initial findings into a clearer action plan. Pricing starts at €149.
Why combine SEO, AEO, and GEO in one score?
Because visibility no longer depends on rankings alone. A page also needs to be understandable, answer-friendly, and easy for AI systems to interpret and reuse.
Do I need special AI markup to perform well?
No. Strong structure, crawl access, internal linking, clear answers, useful metadata, and visible evidence matter more than any supposed AI-only shortcut.
Who is this for?
Founders, marketers, SEO teams, and consultants who want a fast read on whether a page is ready for search visibility and AI citations.