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.

Cargo.site AI Visibility Audit | AiVIS Cite Ledger

Cargo builds stunning portfolio sites, but design-first platforms often sacrifice machine readability for visual impact, making your work invisible to AI models.

Cargo's Design-First Approach

Cargo produces visually striking sites but uses non-standard HTML structures, custom rendering, and animation-heavy layouts that AI crawlers struggle to parse.

Content is often embedded in complex CSS grid/flexbox layouts with minimal semantic HTML, making text extraction unreliable for AI models.

AI Visibility Limitations

No JSON-LD, minimal schema output, and limited meta tag customization. Cargo focuses on visual presentation over machine readability.

Portfolio images lack structured alt text workflows, missing a key signal for AI image understanding and attribution.

What Portfolio Sites Can Do

Use Cargo's available SEO settings to set unique titles and descriptions for every project page.

If AI visibility matters for client acquisition, consider a companion blog or landing page on a more configurable platform that links to your Cargo portfolio.

Run an AiVIS Cite Ledger audit to see your baseline score and understand the specific gaps in your Cargo site's AI readability.

Frequently Asked Questions

Can AI models cite Cargo portfolio sites?: It's unlikely. Cargo's non-standard HTML and lack of structured data make it difficult for AI models to extract and cite portfolio content.
Should creatives care about AI visibility?: Yes, AI-powered search increasingly mediates client discovery. If AI models can't find or cite your work, you're missing potential clients.
What's a better alternative to Cargo for AI visibility?: Webflow offers similar design flexibility with much better AI optimization capabilities, custom code injection, schema support, and clean HTML output.