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.

Team Workspaces on AiVIS Cite Ledger: The Shared Audit Layer Builders Have Been Missing | AiVIS Cite Ledger Blogs

By R. Mason · 2026-03-26 · 7 min read · IMPLEMENTATION

When visibility work is siloed in individual accounts, nothing gets fixed systematically. Team workspaces change who owns the problem and how fast the solution ships.

Key Takeaways

Individual accounts fragment audit data that should accumulate as shared team intelligence.
Shared audit feeds create natural accountability without additional process overhead.
Three-layer structure: member permissions, shared audit feed, workspace-level integrations.
Team workspaces work best for content teams, dev teams, and agencies managing multiple sites.
The coordination problem is usually the visibility problem. Shared workspaces solve the coordination layer.

Article

Here is what actually happens when visibility work lives in individual accounts.

Someone runs an audit on the company blog. Gets a score of 41. Makes a note in their personal Notion. Tells the content team in a Slack message. The Slack message scrolls out of view. The fix never ships. The score stays at 41. Three months later someone runs the audit again and wonders why nothing improved.

That is not a motivation problem. That is a coordination problem. And it has a structural solution.

**Shared workspaces are not a "nice to have"**

When everyone on a team audits against the same workspace, two things happen that do not happen with solo accounts.

First: accountability becomes visible. The team audit feed shows who ran what, when, and what score came back. That visibility alone changes behavior. When the content team can see that the blog post they pushed last week dropped the visibility score on that URL, they fix it. Not because someone told them to, but because the data is sitting there in a shared feed.

Second: patterns surface faster. One audit is an event. Twenty audits across ten URLs over six weeks is a pattern. Shared workspaces accumulate data that individual accounts fragment. Pattern data is what lets you identify which category of fix will move the aggregate score fastest.

**How the AiVIS Cite Ledger team workspace actually works**

The team workspace on AiVIS Cite Ledger is structured around three operational layers.

The first is the member layer. Owners and admins control who has access, what role they have, and whether they can invite others. Roles are not cosmetic. Viewers see audit results but cannot run new scans. Members can run audits. Admins can manage the workspace.

The second is the shared audit feed. Every audit run by any workspace member appears in the team feed. The feed shows the URL, the visibility score, who ran it, and when. You do not need to share a link or send a screenshot. The data is already in the workspace.

The third i

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