AI Readiness Score

A diagnostic framework for semantic clarity, entity strength, structured data, retrieval access, and measurable search visibility.

Before you pay for a full audit, this gives you a fast read on where your site actually stands on the five areas that matter most to AI systems.

What the AI Readiness Score Measures

Semantic Clarity asks whether your content states its topic, entities, and intent directly. Entity Strength asks whether your brand, products, services, and people are consistently identified and connected. Structured Data checks whether machine-readable facts match the visible page. Retrieval Access checks crawlability, indexability, canonicals, and internal discovery. Visibility Data separates impressions, citations, crawler requests, visits, and inquiries instead of turning them into one vague score.

How to Use Your AI Readiness Score

Start with the free AI Search Visibility Checker for one page. It reviews observable page signals and gives you a useful first pass. For a site-wide score, I review representative templates, priority pages, search demand, query-to-page ownership, structured data, internal relationships, and the data available from Search Console, analytics, and server logs.

To see what each of the five areas checks, read AI Readiness Score explained. To see how this score fits with the other tools, read how to check AI search visibility.

What an AI Readiness Score Does Not Prove

A readiness score does not prove that an AI system will cite a page, that a crawler request produced an answer, or that an impression became a visit. It identifies specific conditions you can improve and the data you should watch next. The value is in the underlying findings, not the number by itself.

What Your Manual AI Readiness Assessment Includes

  • A score for each measurement area, with the data behind it.
  • The pages and templates creating the largest visibility gap.
  • A prioritized fix list separated into technical, content, entity, and measurement work.
  • A baseline so the same checks can be repeated after implementation.

If the free page check exposes a broader problem, request an AI Symantix Audit for a scoped review.