LLM Readiness Audits

Know Exactly HowAI-Ready Your Content Is

Get a comprehensive readiness score across 7 core optimization pillars with detailed breakdowns, evidence, and prioritized fixes. Stop guessing — start measuring what AI assistants actually look for.

The 7 Pillars of LLM Readiness

Every audit scores your content across these dimensions

Answerability

Does your content directly answer the questions your audience asks AI assistants? We measure clarity, completeness, and Q&A coverage.

Verifiability

Are claims backed by citations, sources, and evidence? AI assistants favor content they can verify and trust.

Structure

Is your content organized with clear headings, sections, and anchors? Good structure helps AI parse and reference your content.

Freshness

Are dates visible and content current? Fresh signals tell AI your content is relevant and maintained.

Authority

Does author and organization information establish expertise? Authority signals drive AI trust.

Crawlability & Access

Can AI crawlers reach and render your content? Performance, paywalls, and robots rules all matter.

Safety

Is your content free from harmful, misleading, or policy-violating signals that reduce AI confidence?

Overall Score

A single weighted score that summarizes your content's likelihood of being cited by AI assistants.

Inside an Audit

Detailed Evidence, Not Just Scores

Every pillar score comes with the signals and evidence behind it. You'll see exactly which technical checks passed, warned, or failed — JSON-LD schema, author markup, section anchors, crawlability, performance, and more — plus prioritized suggestions ranked by impact.

  • Per-pillar scores with signal-level breakdowns
  • Technical checks: JSON-LD, author org, section anchors, crawlability, performance
  • Prioritized suggestions ranked by score impact
  • Side-by-side comparison against your competitors

Frequently Asked Questions

What does an LLM Readiness score mean?

It's a weighted score (0–100) summarizing how likely AI assistants like ChatGPT, Perplexity, and Claude are to reference and cite your content. Higher scores mean better visibility in AI-generated answers.

How is this different from traditional SEO?

Traditional SEO optimizes for search engine rankings. LLM readiness optimizes for AI assistants that synthesize answers — which requires verifiable claims, clear structure, and authority signals that traditional SEO often ignores.

Can I audit my whole site, not just one page?

Yes. Site-wide audits crawl your domain and score every page. The page cap depends on your plan — Free audits one URL, Pro up to 25 pages, Enterprise up to 100, and Agency up to 500.

How often should I re-audit?

Content drifts. We recommend re-auditing after any major content change and on a regular schedule. The content monitor feature can alert you automatically when tracked pages change.

Do you audit competitors too?

Yes. Competitor analysis is built in — you can audit competitor URLs and compare pillar scores side by side to find where you're winning and losing.

See How AI-Ready
Your Content Really Is

Run a free LLM readiness audit on any URL and get your score across all 7 pillars in minutes.

Run a Free Audit