Pre-publish grader

Will AI cite this?

Grade a draft before you publish. Paste your copy or point at a URL and get an instant SEO + AEO/GEO score — answerability, structure, schema, entity coverage — with the one change that will move it most. Most content graders optimize for SEO; this one grades for the AI answer engines that increasingly decide what gets seen. You can't rank what AI can't read.

For the most complete grade, paste your page's FULL HTML — from <html> to </html> (in your browser: right-click → View Page Source, or Ctrl+U, then select all and copy). That includes the <head>, so we check title, meta, canonical, Open Graph and schema — not just the body. Plain text or Markdown works too, but skips everything in the <head>.

Free · no login · your draft is never stored.

This grade is calibrated against real AI citations. Measured across 221 sites we grade andtrack in AI answer engines, pages we score “strong” get cited about 1.1×more often than pages we score “weak.”

What it checks

Answerability

Does it lead with a direct, quotable answer in the first sentence — the thing an AI lifts into its response?

Citability structure

Headings, lists, tables and Q&A framing that let an answer engine extract a clean, attributable chunk.

Schema / answer-engine readiness

The JSON-LD structured data AI and rich results expect for this page type — reused from our live audit engine.

Entity coverage

Whether the page makes clear who/what it's about and links those entities out so AI can resolve them.

GEO / AI-citation signals

Entity linkage (sameAs), freshness dates, and author trust — the off-the-record signals that decide who gets cited.

SEO fundamentals

Title, meta, single H1, alt text, canonical — the basics that still gate everything downstream.

One page is a start. Grade your whole site.

A full SEOLZ audit checks every page across six pillars — SEO, AEO, AI visibility, accessibility, security, and site health — and watches for regressions between publishes.

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