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 Sitebulb: AI Visibility vs Desktop SEO Crawler | AiVIS Cite Ledger

Sitebulb is a desktop SEO crawler known for clear visual reporting and actionable hints. AiVIS Cite Ledger is a cloud-based AI visibility auditor that checks whether answer engines can cite your pages, different tools for different eras.

Desktop Crawling vs Cloud AI Auditing

Sitebulb runs on your desktop and crawls websites to identify technical SEO issues, broken links, redirect chains, canonicalization problems, and more. It produces visual reports with prioritized hints.

AiVIS Cite Ledger runs in the cloud and audits individual pages for AI visibility signals: JSON-LD schema, AI crawler access, content extractability, heading hierarchy, and 30+ factors that AI models evaluate.

What Sitebulb Doesn't Check

Sitebulb audits for traditional search engine best practices. It does not check AI-specific signals like llms.txt, AI crawler user-agent rules, or whether your page's structured data is sufficient for AI citation.

AiVIS Cite Ledger was built specifically for the AI answer engine era, it checks signals that didn't exist when desktop crawlers were designed.

Crawl + Audit Workflow

Use Sitebulb for comprehensive site crawls and technical SEO auditing. Use AiVIS Cite Ledger for targeted AI visibility checks on pages that matter for AI answer engine citations.

Sitebulb gives you the breadth; AiVIS Cite Ledger gives you the AI-specific depth.

Frequently Asked Questions

Does Sitebulb check AI visibility?: No. Sitebulb is a desktop SEO crawler focused on traditional technical SEO issues. It does not audit AI-specific signals like JSON-LD coverage, AI crawler access, or llms.txt.
Is AiVIS Cite Ledger a site crawler?: AiVIS Cite Ledger audits individual pages for AI visibility, not full-site crawls. For comprehensive crawling, use a tool like Sitebulb alongside AiVIS Cite Ledger.
Can Sitebulb replace AiVIS Cite Ledger?: No. They check different things. Sitebulb audits for traditional SEO; AiVIS Cite Ledger audits for AI answer engine readiness. You need both for full visibility coverage.