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Free during launch · all features unlockedLens-family · sister to HoldLens

Are humans and AI finding your site?

One scan. Two lenses. Audit any URL for Core Web Vitals performance (human-via-Google) and LLM-citation-readiness (human-via-AI). 5 minutes. Prioritized fix list.

Free until November 2026 · no signup · no credit card · examples: stripe.com · github.com · nytimes.com

Axis 1 measures Core Web Vitals performance from real Chrome user data

Real Chrome user data from Google CrUX. LCP, INP, CLS, FCP, TTFB at p75. Mobile + desktop split. The metrics Google actually ranks on.

What are Core Web Vitals? →

Axis 2 measures LLM-citation-readiness using the Aleyda Solis 10-characteristic checklist

The 10-characteristic LLM-citation checklist (Aleyda Solis): Accessible · Useful · Recognizable · Extractable · Consistent · Corroborated · Credible · Differentiated · Fresh · Transactable. What ChatGPT, Claude, Perplexity look for.

How we score it →

Our view: both axes matter in 2026

Until 2024, optimizing for Google's page-experience signals was the whole job. In 2026, LLM citations became a second discovery path for some sites, but the share varies by site and measurement method, so we do not present a universal percentage here. A site that ranks #1 on Google but is invisible to LLMs can miss visits from people who discover sources through AI answers. A site that's LLM-cited but slow loses the click-through.

Our view: the web is splitting into two visibility tracks — humans via performance-graded search results, and humans via AI-summarized answers. The two share some signals (extractable HTML, valid schema.org markup, credible authorship) and diverge on others. Optimizing for only one leaves half the available traffic on the table.

We recommend auditing both axes monthly. VitalsLens scores both in one scan so you see the full picture — and exactly which fix moves the most needle. The Performance axis reads from Google's Chrome UX Report; the Citation axis follows the 10-characteristic checklist popularized by Aleyda Solis.

Methodology last verified · read the full methodology →

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Part of the Lens-family by Paulo de Vries — HoldLens (finance/investing data lens) · VitalsLens (web discoverability lens).