Model Card Documentation · 2026

Governance Evidence
for Enterprise AI.

A structured governance artifact for documenting AI systems, ownership, intended use, risk, safeguards, accountability and supporting evidence.

SEE. GOVERN. CONTROL.
SoSure · Governance Documentation
Governance Evidence
01 · Purpose

Turn AI systems
into governable objects.

Enterprise AI governance requires more than an inventory of applications and models. Each relevant AI system needs structured context around why it exists, where it is used, who owns it and how it is governed.

The SoSure Model Card provides a consistent documentation structure for connecting an AI system to organizational accountability and governance evidence.

Visibility identifies the system.
Evidence makes it governable.

02 · Governance Record

One structured record.
Multiple governance dimensions.

A Model Card brings the information required for governance into a common structure rather than leaving it distributed across teams, documents and systems.

Identity

The AI system, model, application or governed use case being documented.

Purpose

Intended use, organizational context and relevant business function.

Ownership

Business and organizational responsibility for the governed AI system.

Risk

Relevant risk considerations and governance exposure associated with use.

Safeguards

Controls, review mechanisms and governance measures associated with the system.

Evidence

Documentation supporting review, accountability and governance decisions.

03 · Governance Chain

Connect technology
to accountability.

The Model Card creates a structured chain between the AI system and the organizational context required to govern it.

Governance Chain
01
AI System
02
Purpose
03
Owner
04
Requirement
05
Evidence
04 · SEE

Establish the identity
of what is being governed.

Governance evidence begins with a clear description of the AI system or use case. The organization needs to understand what it is, why it exists and where it operates.

System or use case
Model or provider context
Intended purpose
Organizational environment
05 · GOVERN

Define who owns it
and what applies.

A governed AI system needs an organizational owner and a clear relationship to the policies, requirements and review processes relevant to its use.

Ownership
Who is responsible?
Requirements
What applies?
Evidence
What supports it?
06 · CONTROL

Governance evidence
must remain useful over time.

AI systems, providers, intended uses and organizational conditions can change. Governance documentation therefore needs to support review and continued oversight rather than exist only as a one-time record.

The Model Card provides a structured reference point for governance review as the underlying AI environment evolves.

Reviewable
Traceable
Maintainable
07 · Risk & Safeguards

Document risk
without pretending it disappears.

A Model Card can document known risk considerations, safeguards, ownership and supporting evidence. It does not itself eliminate technical, operational, legal or organizational risk.

Governance decisions remain dependent on the specific AI system, its context of use and the organization responsible for it.

Important Distinction

Documentation supports governance.
It is not a substitute for governance.

08 · Accountability

Accountability remains
organizational.

SoSure provides structure for governance visibility, documentation and oversight. It does not replace the organization's responsibility for decisions concerning AI deployment, use, risk or compliance.

AI can act.
Humans remain accountable.

09 · System Boundary

Know what the artifact does.
Know what it does not do.

Supports

Structured AI governance documentation.

Ownership and accountability context.

Risk and safeguard documentation.

Governance evidence and review context.

Consistent records across AI systems and use cases.

Does Not Replace

Independent technical validation of an AI system.

Legal or regulatory assessment.

Security testing or operational assurance.

Human review and organizational decision-making.

Enterprise responsibility for AI deployment and use.

10 · Control Plane Context

Evidence connects
visibility to governance.

Within the SoSure control plane, structured governance evidence provides context around the AI systems visible across the enterprise environment.

The objective is not documentation for its own sake. It is to establish a stronger connection between technology, ownership, governance and executive oversight.

SoSure Model Card

Structured evidence.
Clear ownership.
Governable AI.

11 · Document Status
Edition
Institutional
Year
2026
Status
Living Documentation

Governance documentation should evolve as the AI system, organizational context and applicable governance requirements change.

SoSure · Model Card Documentation

Model Card documentation can be adapted to the governance requirements and AI environment of the individual enterprise.