Based on analysis of 10,000+ websites

Your Business Is Invisible to AI.
We Fix That.

99.7% of websites cannot be cited by ChatGPT, Gemini, Claude, or Perplexity. 411bz makes your business discoverable, extractable, and citable — without touching your code.

How it works →

Get your AI visibility score, letter grade, and actionable recommendations — free.

See who AI cites more — and why.

AI systems your business should be visible to

ChatGPT Gemini Claude Perplexity Grok Copilot Meta AI

AI Doesn't Rank Websites.
It Retrieves Authority.

Large language models do not browse the web like search engines. They retrieve structured knowledge from embedding space. If your content is not semantically structured, extractable, and citation-ready — you do not exist inside AI.

99.7%

Websites invisible to AI retrieval

0

Keywords needed for AI citation

18

AEO categories we evaluate

6hr

Continuous monitoring cycle

The Authority Loop

We don't publish noise. We don't sell backlinks. We run your business through an Authority Operating System.

Scan
Detect Gaps
Deploy at Edge
Measure Impact
Improve Weekly

The system learns what works — and compounds from there. Most tools reset every month. We evolve.

Answer Authority Engineering™

Created by Robert Minchak — the world's first mathematical and scientific framework for AI Answer Engine Optimization. We don't optimize for search engines. We optimize for retrieval engines.

Authority Knowledge Surface™

Structured semantic content layer engineered for AI retrieval. Your knowledge becomes machine-parseable, citation-ready authority.

Ghost Authority Cloud™

An intelligent authority exoskeleton that envelops your website. AI crawlers extract structured signals from this cloud layer — your internal code is never touched.

Spectral Monitoring

Continuous drift detection across all major AI platforms. Citation Probability Score tracked every 6 hours with collapse prevention.

Your Website, Wrapped in an Authority Exoskeleton

Ghost Authority Cloud™ deploys an intelligent signal layer around your website. It delivers structured authority, entity reinforcement, and citation architecture to every AI crawler — without modifying a single line of your code.

  • Detects AI crawlers in real time (GPTBot, ClaudeBot, GeminiBot, and more)
  • Injects structured authority signals at the edge
  • Monitors spectral margin against competitors continuously
  • Calculates collapse probability and triggers suppression
  • Tracks citation stability across all major AI platforms
  • Governs every mutation with cryptographic integrity

Ghost Authority Cloud™

Your Website
Authority Cloud Exoskeleton
AI Crawlers Extract Signals
LLMs Cite Your Business

Automation Without Blind Execution

Every action in 411bz is governed. Nothing executes blindly. Everything is auditable. Every mutation is resumable.

AGE™

Approval-Gated Escalation. High-risk actions require explicit approval before execution. No silent mutations.

CWAR™

Confidence-Weighted Action Routing. Every decision carries a confidence score. Low confidence routes to human review.

CPR™

Context Persistence and Replay. Every execution state is persisted. If interrupted, it resumes exactly where it stopped.

Robert Minchak

Founder of 411bz and Originator of Answer Authority Engineering™ and creator of 411bz.ai — the world's first mathematical and scientific AI Answer Engine Optimization engineering structure for developing mathematically indisputable authority and citation worthiness.

Start Building Authority Today

No contracts. No lock-in. 30-day free trial.

Authority Alignment™ Beta

$49.97 /month

30-day free trial — cancel anytime

  • Continuous AI visibility scanning
  • Ghost Authority Cloud™ deployment
  • 18-category AEO evaluation
  • Spectral margin monitoring
  • Citation Probability Score tracking
  • 54 actionable recommendations
  • Governed execution core

Frequently Asked

What does 411bz do?
411bz engineers your business to be discoverable, extractable, and citable inside large language models. We deploy an intelligent authority layer around your website that AI systems can parse and cite — without touching your code.
How is this different from SEO?
SEO optimizes for search engine ranking. 411bz optimizes for AI retrieval and citation. Search engines rank pages. Large language models retrieve structured authority from embedding space. These require fundamentally different engineering.
Do I need to change my website code?
No. Ghost Authority Cloud™ deploys an external authority exoskeleton around your site. All AI-facing signals are delivered at the edge without modifying your internal codebase.
What is Citation Probability Score?
Citation Probability Score (CPS) is a mathematical model that estimates the likelihood your business will be cited by a large language model. It incorporates extractability, entity clarity, structured data completeness, cross-platform retrieval persistence, and spectral stability.
Is the automation safe?
Yes. Every action runs through a governed execution core with AGE™ approval gating, CWAR™ confidence scoring, and CPR™ replay capability. Nothing executes blindly. Everything is auditable and resumable.
What AI platforms does 411bz cover?
411bz monitors and optimizes citation across ChatGPT, Gemini, Claude, Perplexity, Grok, Copilot, Meta AI, and other retrieval-augmented AI systems.

Stop Being Invisible to AI

Your competitors are optimizing for AI visibility. Every day you wait is a day they get cited and you don't.