What this tool checks
Audit article AEO and SEO reviews one public article URL and returns a prioritized report across three layers:
- System checks related to article discovery, crawling, and machine readability, such as title, meta description, H1, canonical, noindex, image alt coverage, internal links, robots.txt, sitemap, and llms.txt.
- Content SEO checks such as search intent fit, topic coverage, freshness, evidence, author trust, and readability.
- AEO, AIO, and LLMO checks such as extractable answer blocks, FAQ structure, comparison tables, cited statistics, author attribution, llms.txt, and AI crawler access.
How to use it
Paste the article URL and run the audit. A target keyword is optional. When you add a keyword, the tool also checks the current SERP and compares up to three top organic pages.
Use the report as an editing checklist: fix blocking crawl/index issues first, then improve the article structure, evidence, FAQ coverage, and AI-search readability.
Output
- Overall score and top fixes.
- Checks with pass, warn, fail, or unknown status.
- Technical SEO, Content SEO, and AEO / AI SEO check groups.
- Optional SERP comparison when a target keyword is supplied.
- Source URLs and caveats.
Check Items
Checks are split between system-determined checks and LLM structured judgements. User-facing labels and recommendations are generated by the UI, not stored in the run data.
How the overall score is calculated
The overall score is not assigned by the LLM alone. The final score combines checks with an LLM content-quality score: 65% checks and 35% content quality.
Checks are scored with a weighted average of status and impact. Status values are pass = 1.0, warn = 0.6, unknown = 0.45, and fail = 0. Impact weights are high = 3, medium = 2, and low = 1.
The final score is capped when important blockers fail. Crawl or index blockers such as HTTP status, noindex, robots.txt, or AI crawler access cap the score at 49. High-impact article structure or international SEO failures such as H1, canonical, or hreflang cap the score at 69. This means a strong article cannot receive a high score if search engines or AI crawlers cannot reliably read it.
Limitations
This is not a Search Console, analytics, PageSpeed, rank-tracking, or AI Overview measurement tool. It uses public fetches, SERP data when requested, and AI synthesis. If no JSON-LD is found in fetched HTML, the report marks schema as unknown because rendered JavaScript may inject structured data.
