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.

Page Speed and AI Crawler Access | AiVIS Cite Ledger

AI crawlers operate on strict timeouts. A slow TTFB doesn't just frustrate users, it prevents AI from ever seeing your content.

AI Crawler Timeout Behavior

Most AI crawlers timeout after 5-10 seconds. TTFB (Time to First Byte) is the critical metric, crawlers need the HTML response to start within this window.

Speed Optimization for AI

Server response time: optimize database queries, use caching layers, and deploy CDNs to get TTFB under 2 seconds.

Minimize HTML payload: defer non-critical CSS/JS. AI crawlers only need the HTML content, not your full application bundle.

Edge rendering: use CDN edge functions or static site generation to serve pre-built HTML from locations near AI crawler origins.

Measuring AI-Specific Speed

Standard performance tools measure browser load time with JavaScript execution. AI crawlers only care about raw HTTP response speed.

Test with curl -o /dev/null -w '%{time_starttransfer}' your-url to measure TTFB as AI crawlers experience it.

Run an AiVIS Cite Ledger audit which measures response time from an AI crawler's perspective.

Frequently Asked Questions

What's a good TTFB for AI crawlers?: Under 2 seconds is ideal. Under 5 seconds is acceptable. Over 10 seconds risks crawler timeout and content loss.
Does CDN help AI visibility?: Yes, CDNs reduce TTFB globally, ensuring consistent fast access regardless of AI crawler location.
Does page weight matter for AI?: HTML size matters. Large pages with heavy inline content take longer to transmit. Images and JS don't directly affect AI crawlers since they don't load them.