BAYES-GUARD ADVISORY, LLC
Georgia, USA In Formation
Corporate Information

Probabilistic
risk, measured.

A Georgia limited liability company organized for the development of Bayesian methodologies for cybersecurity risk assessment, training, and certification.

Entity
BAYES-GUARD Advisory, LLC
Jurisdiction
State of Georgia, United States
Structure
Single-Member, Member-Managed
Status
In Formation

BAYES-GUARD Advisory, LLC is a Georgia limited liability company organized as the United States corporate vehicle for the BAYES-GUARD framework — a body of research and applied methodology concerned with the probabilistic assessment of cybersecurity risk in critical-infrastructure environments.

The entity exists to hold, develop, and license the intellectual property associated with the framework, and to serve as the future operating platform for advisory, research, and training activities once all applicable regulatory milestones have been satisfied.

The Company is presently pre-operational. It maintains its registered office and principal place of business in the State of Georgia.

The framework applies Bayesian inference to the quantification of adversarial and operational risk in industrial control systems, enterprise networks, and cyber-physical infrastructure.

Conventional cybersecurity risk assessment relies heavily on qualitative heuristics — high, medium, low — which obscure uncertainty and resist principled updating as new evidence emerges. BAYES-GUARD treats risk as a posterior probability distribution, formally combining prior knowledge of threat actors, system topology, and historical incident data with continuously incoming telemetry to produce calibrated, decision-grade estimates.

I.
Probabilistic Risk Modeling
Formal Bayesian models of attack graphs, exposure surfaces, and consequence pathways across critical-infrastructure sectors.
II.
Methodology Licensing
Curricula, reference implementations, and assessment protocols made available under controlled licenses to academic and institutional partners.
III.
Training & Certification
Structured training programs and a certification pathway for practitioners of probabilistic cybersecurity risk assessment.

The framework is the product of original research and is intended to be contributed to the United States cybersecurity practice as a public-interest methodology for the assessment and reduction of national infrastructure risk.

Legal Name
BAYES-GUARD Advisory, LLC
Entity Type
Limited Liability Company
Jurisdiction
State of Georgia, USA
Formation
Pending — 2026
Control Number
Pending Issuance
EIN
Pending IRS Assignment
Management
Member-Managed
Registered Office
Statesboro, Georgia
Notice — Operational Status BAYES-GUARD Advisory, LLC is in the formation phase and is not presently engaged in the provision of services, the solicitation of clients, or any form of commercial trading. The Company will commence operations only after all applicable corporate, tax, and regulatory milestones have been satisfied. This page is published as corporate information and does not constitute an offer of services.

General Inquiries

Registered Office

BAYES-GUARD Advisory, LLC
Statesboro, Georgia
United States of America