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.

AI Visibility for Real Estate | AiVIS Cite Ledger

AI is becoming the first stop for home buyers and sellers. 'Best neighborhoods in Austin' and 'how to sell my house fast' are AI-answered queries where visible real estate sites get cited.

Real Estate AI Queries

Home buying process questions, neighborhood comparisons, and market trend queries are increasingly AI-answered. Agents with structured content for these topics earn citations.

RealEstateAgent schema, property listing markup, and local area content create a multi-signal AI presence for real estate.

Real Estate Schema

RealEstateAgent: connects your brand to the real estate category with service area and contact details.

Place/LocalBusiness: for office locations with review data and service area.

FAQ schema on buyer/seller guide pages and neighborhood pages for direct AI extraction.

Article schema on market report and trend analysis content.

Content for Real Estate AI

Neighborhood guides with data-driven insights (school ratings, walkability, median pricing) provide citation-worthy local content.

Buyer and seller process guides with FAQ schema answer the procedural questions AI users ask.

Market reports with specific data points that AI models can reference and cite.

Frequently Asked Questions

Do listing pages need schema for AI?: Listing schema helps for specific property searches, but neighborhood guides and buyer/seller content generate more AI citations overall.
Should agents have individual profiles?: Yes, Person schema on agent pages helps AI connect local expertise to content, improving citation for area-specific queries.
How do neighborhood pages help AI?: AI frequently answers location comparison queries. Neighborhood pages with specific data (schools, crime, pricing) are prime citation targets.