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Operational AI Governance evaluation guide

Evaluate the operating model, not just the toolset.

Use this guide to assess whether an approach creates practical visibility, accountable ownership, organised evidence and qualified human review for your organisation's AI use.

How to compare approaches

Ask what can be operated, evidenced and reviewed.

A platform demonstration or policy library alone does not establish an operational governance capability. Consider the practical questions below in the context of your organisation, contracts and applicable requirements.

AI visibility and ownership

  • Can the organisation maintain a current view of material AI use and related evidence?
  • Can accountable owners and qualified reviewers be recorded for the relevant AI-enabled activity?

Complaix® operating scope: COAGS® Methodology is the Complaix Operational AI Governance Standard. It includes operating areas for controlled AI-use records, accountable ownership and review context.

Governance operations

  • Can governance actions, evidence requests and periodic reviews be managed in an operating workflow?
  • Can the organisation distinguish a queued action from a human-approved decision or external communication?

Complaix® operating scope: The Standard includes operating areas for controlled workflows, evidence and staff-approved communications.

Risk and readiness context

  • Can risks, controls and supporting evidence be reviewed in the context of the organisation's use of AI?
  • Can regulatory and standards material be treated as advisory reference information subject to qualified human review?

Complaix® operating scope: The Standard includes internal directional indicators for structured operational discussion. They do not determine legal applicability, conformity or certification status.

Client delivery and access

  • Can client evidence and governance activity remain within a tenant-scoped environment?
  • Can View only, User and Manager responsibilities be defined for the relevant client team members?

Complaix® operating scope: The Complaix® OS provides tenant-scoped operational governance workspaces with defined role responsibilities and documented human review points.

Complaix® delivery model

Designed for daily governance operations.

Complaix® delivers Operational AI Governance through a client OS, documented governance workflows and human review. It does not certify organisations, provide legal advice or make automated conformity determinations.

Controlled operational records

Maintain evidence, ownership, decisions and governance activity in a structured operational environment rather than relying on disconnected documents alone.

Human accountability

Keep material decisions, client-facing communications and applicability considerations within qualified human review and authorised release controls.

Evidence-led delivery

Organise the evidence and operational preparation that can support an organisation's own assurance, audit or certification pathway where appropriate.

Explore the Complaix Operational AI Governance Standard.

COAGS® Methodology is the Complaix Operational AI Governance Standard. Its six components organise AI visibility, accountable ownership, governance infrastructure, directional scoring, maturity context and day-to-day governance operations. Reference material is advisory and must be considered with qualified human review.