Media Kit

Press resources, brand assets, and company information for journalists, analysts, and partners.

Company Overview

One-Line Summary

411bz is governed AI visibility infrastructure — the first platform to mathematically measure and optimize how AI systems cite, reference, and retrieve business content.

What We Do

411bz provides the first live Citation Probability Score (CPS) scanner for Large Language Model visibility. Our platform analyzes 18 structured signal categories from real HTML to determine how likely AI systems like ChatGPT, Gemini, Claude, and Perplexity are to cite any given webpage.

Why It Matters

99.7% of websites are invisible to AI retrieval systems. Search engine ranking and AI citation are fundamentally different architectures. Businesses optimized for Google may still be completely absent from AI-generated answers. 411bz addresses this gap.

Key Statistics

Signal Categories

99.7%

Sites Invisible to AI

Live

HTML Analysis

Product Highlights

Live AI Visibility Scanner — real-time HTML parsing, no mock data
Compare 3 Competitors — side-by-side AEO score breakdown
18 Structured Visibility Categories — Content Structure, Schema Markup, E-E-A-T Signals, Citation Readiness, Knowledge Graph Alignment, and more
Citation Probability Score (CPS) — mathematical measure of AI retrieval likelihood
Multi-Tenant Governed Infrastructure — enterprise-grade isolation, rate limiting, SSRF protection
LICE Evaluation Engine — deep structural analysis pipeline
Prompt OS — governed prompt orchestration layer

Founder

Robert Minchak

Founder of 411bz and originator of Answer Authority Engineering (AEO). Robert developed the mathematical framework for AI visibility measurement and built the Citation Probability Score methodology from first principles.

Based in the United States. Available for interviews and speaking engagements.

Contact: [email protected]

Key Quotes (Approved for Use)

"Search ranking and AI citation are fundamentally different architectures. The websites that dominate Google may be completely invisible to ChatGPT. We built 411bz to measure and close that gap."
— Robert Minchak, Founder of 411bz

"Citation Probability Score is not a vanity metric. It is a structural measurement of how AI systems decide what to reference. Every signal is derived from real HTML analysis."
— Robert Minchak

Technical Architecture

Cloudflare Workers (edge compute)
Cloudflare D1 (SQLite at edge)
Cloudflare R2 (object storage)
Multi-tenant isolation with per-tenant governance policies
Stripe-integrated billing with idempotent provisioning
CI/CD enforcement with automated tenant-scoping validation

Brand Assets

Brand Colors

Gold #FFD700

Black #000000

Light #E6EDF3

Green #30D158

Red #FF453A

Typography

Primary: system-ui / Inter. Weights: 400 (body), 600 (subheadings), 800 (headings).

Logo Usage

The 411bz wordmark uses all-lowercase "411bz" in weight 700 with 1px letter-spacing. Gold (#FFD700) on dark backgrounds, black (#000) on light backgrounds.

Live Product URLs

Homepage: https://411bz.ai
Free Scanner: https://411bz.ai/scanner.html
Pricing: https://411bz.ai/pricing.html
Methodology: https://411bz.ai/methodology.html

Press Contact

For press inquiries, interviews, partnership opportunities, or asset requests:

[email protected]