AI Governance Readiness Standard

The Marshall AI Governance Standard is a governance framework that defines practical structures for introducing responsible oversight of artificial intelligence systems while preserving clear human accountability for AI-assisted decisions.

The Problem

Artificial intelligence is entering organizations faster than leadership structures can adapt.

Most small and mid-sized firms assume AI adoption will occur through formal strategy.

In practice, it arrives through everyday work: drafting emails, summarizing documents, generating code, and analyzing information.

By the time leadership notices, AI tools may already be embedded in operational workflows.

The Governance Gap

Organizations rarely establish governance until after a visible problem appears.

Data exposure, compliance questions, and unclear decision authority often reveal the absence of oversight.

The earlier governance structures appear, the easier responsible adoption becomes.

The Standard

The Marshall AI Governance Readiness Standard provides a structured approach to understanding how artificial intelligence is entering an organization and how responsibility should be maintained.

The framework focuses on three areas:

• Visibility — understanding where AI tools are already being used
• Boundaries — defining what information and decisions must remain human-controlled
• Accountability — ensuring responsibility remains clear even as systems become more capable

Framework Documentation

The Marshall AI Governance Standard is documented through a set of core framework artifacts.

• System Control Document
• The Marshall Standard
• Assessment Specification
• Project Summary

Who This Is For

The framework is designed primarily for small and mid-sized organizations where technical capability is increasing faster than governance structures.

Typical environments include:

• Professional services firms
• Technology teams
• Financial and accounting organizations
• Leadership groups evaluating AI adoption

Next Step

Organizations evaluating how artificial intelligence is entering their operations may begin with the AI Governance Readiness Assessment.

The assessment takes approximately seven minutes and provides a structured way to consider whether appropriate governance practices are already in place.

Organizations seeking a practical structure for responsible adoption may then review the Marshall AI Governance Readiness Standard.