What exactly is AiVIS Cite Ledger?

AiVIS Cite Ledger is an evidence-backed AI citation audit and remediation system. It measures how AI models, ChatGPT, Perplexity, Claude, and Google AI, interpret, trust, and cite your web content. The result is a 0–100 CITE LEDGER score across seven weighted dimensions, with BRAG evidence-linked findings and prioritized fixes.

How is this different from Semrush, Ahrefs, or Clearscope?

Traditional SEO tools optimize for keyword ranking in traditional search results. AiVIS Cite Ledger audits citation readiness, the specific signals that determine whether AI answer engines retrieve and cite your content. A page can rank #1 on Google and be completely invisible to AI answer synthesis.

What is BRAG and how does it make findings trustworthy?

BRAG stands for Based-Retrieval-Auditable-Grading. It ties every audit finding to a real, traceable element on your page, a specific heading, schema block, meta tag, or content section, each carrying a unique evidence ID. You can open the element, verify the finding, and recheck it after a fix. No black boxes.

Is the free tier genuinely useful, or just a teaser?

The Observer (free) plan gives you a full composite CITE LEDGER score and all seven dimension letter grades, so you can see exactly where you stand and which categories are hurting you. BRAG evidence IDs and prioritized fix packs require a paid plan. Three audits per month, no credit card.

AiVIS Cite Ledger vs Screaming Frog: AI Visibility vs SEO Spider | AiVIS Cite Ledger

Screaming Frog is the industry-standard SEO spider for technical audits. AiVIS Cite Ledger is purpose-built for a different question: can AI answer engines see, parse, and cite your content?

SEO Spider vs AI Visibility Auditor

Screaming Frog crawls websites and extracts technical SEO data, status codes, redirects, meta tags, canonical links, hreflang, and more. It's a data extraction tool for SEO professionals.

AiVIS Cite Ledger evaluates a different signal set: JSON-LD schema coverage, AI crawler access rules, content rendering for AI models, llms.txt presence, and whether your content is structurally citable.

Why Screaming Frog Data Doesn't Show AI Visibility

Screaming Frog extracts what's on the page but doesn't evaluate whether that data is sufficient for AI citation. Having a meta description doesn't mean it's appropriately structured for AI extraction.

AiVIS Cite Ledger goes beyond extraction to evaluation, it scores your page's AI readiness across 30+ signals and identifies specific failures that block AI citation.

Professional SEO + AI Visibility

Many SEO professionals already use Screaming Frog daily. Adding AiVIS Cite Ledger to the workflow adds the AI visibility dimension that Screaming Frog cannot cover.

Use Screaming Frog for bulk technical data extraction. Use AiVIS Cite Ledger for AI-specific visibility scoring and remediation guidance.

Frequently Asked Questions

Can Screaming Frog check AI visibility?: Screaming Frog can extract structured data from pages, but it doesn't evaluate AI visibility. It doesn't check AI crawler access, llms.txt, or score overall AI citation readiness.
Is AiVIS Cite Ledger a replacement for Screaming Frog?: No. Screaming Frog and AiVIS Cite Ledger solve different problems. Screaming Frog is a technical SEO crawler; AiVIS Cite Ledger is an AI visibility auditor. Use both.
Which should I use first?: Use Screaming Frog to identify technical SEO issues. Use AiVIS Cite Ledger to audit AI visibility specifically. The order doesn't matter, they're independent tools.