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.

Drupal AI Visibility Audit | AiVIS Cite Ledger

Drupal's module ecosystem is powerful but fragmented. Getting the right schema, metatag, and crawl modules working together for AI visibility requires intentional configuration.

Drupal's Strength: Server-Rendered Content

Drupal renders all content server-side by default, producing clean HTML that AI crawlers can parse without JavaScript execution.

Drupal's taxonomy, node, and field systems create highly structured content, but that structure lives in the database, not in the HTML output, unless you configure it.

Common AI Visibility Gaps in Drupal

The Schema.org Metatag module exists but is underused. Most Drupal sites emit only basic meta tags without JSON-LD schema for Article, FAQ, or Organization types.

Drupal's permissions system can accidentally block crawlers. Verify that anonymous access allows AI user-agents to reach all public content.

Module conflicts: running Pathauto, Redirect, Metatag, and Schema.org Metatag together requires careful configuration to avoid contradictory output.

Drupal AI Visibility Fixes

Install and configure the Schema.org Metatag module to emit JSON-LD for your primary content types (Article, FAQ, Organization, LocalBusiness).

Use Drupal's robots.txt module to explicitly allow AI crawlers (GPTBot, ClaudeBot) and ensure your sitemap module generates a clean XML sitemap.

Audit regularly, Drupal module updates can silently change output. Run an AiVIS Cite Ledger audit after every major deployment.

Frequently Asked Questions

Does Drupal support AI visibility?: Drupal has strong potential through its module ecosystem, but AI visibility requires intentional configuration of Schema.org, Metatag, and robots.txt modules.
Which Drupal modules help with AI?: Schema.org Metatag for JSON-LD, Metatag for Open Graph and meta descriptions, XML Sitemap for discovery, and Robots.txt for crawler control.
How do I audit my Drupal site for AI?: Run a free AiVIS Cite Ledger audit on your site URL. The audit checks all 30+ AI visibility signals and provides Drupal-specific fix recommendations.