Ownership
Who is responsible for AI use, decisions and oversight.
Governance Framework
HumanEdge+ turns relevant evidence and management decisions into clear responsibilities, practical boundaries, approval routes, human oversight and the evidence needed to show how those controls are operating in practice.
Governance should make responsible AI use clearer, not make everyday work harder.
Governance FrameworkOne operating structure
Why governance
Policies, guidance and training are important, but management also needs clear ownership, practical boundaries and evidence that governance is operating when people use AI in real work.
When it becomes a management issue
A Framework becomes particularly useful when AI use is moving beyond isolated experimentation and management needs consistent rules for how tools, information, decisions and oversight are handled across the organisation.
One operating structure
The Framework connects the rules, responsibilities and evidence around workplace AI so people know what is expected, who decides and when additional oversight is required.
Who is responsible for AI use, decisions and oversight.
What is acceptable, which tools and uses are approved, and what information can or cannot be used.
Approval routes, escalation and where human judgement must remain.
The records, incidents, acknowledgement and management review needed to show governance is operating.
Governance FrameworkIn practice
A useful Framework turns governance into simple decision routes rather than expecting staff to interpret long policy documents every time they use AI.
ILLUSTRATIVE EXAMPLE
A team proposes using a new AI tool for client work.
The organisation checks the tool, intended use, information involved and relevant boundaries.
The appropriate owner decides whether the use can proceed, requires conditions or should not proceed.
The required level of human review, approval or escalation is made clear.
Relevant approval, conditions, ownership or evidence are recorded where appropriate.
This is a practical decision route for people and management. It is not software automation and does not make decisions for the organisation.
What the Framework covers
Who owns AI use, governance decisions and follow-up.
What people may and may not use AI for in normal work.
How the organisation distinguishes approved AI from unapproved or unmanaged use.
What organisational, confidential, personal or sensitive information may or may not enter AI systems.
Which uses can proceed normally and which require additional review or approval.
Where human judgement, checking or final decision-making must remain.
How inappropriate use, errors, unexpected outcomes or governance failures are raised and handled.
How relevant people understand the rules and confirm what is expected.
What records and review activity management needs to understand whether governance is operating.
Framework outputs
Clear ownership, accountability, approval and escalation routes around workplace AI.
Practical boundaries around acceptable use, approved tools and the information that may or may not enter AI systems.
Clear expectations for human oversight, escalation and how incidents or governance issues are handled.
The records, acknowledgements and review arrangements needed to show how governance is operating in practice.
Proportionate by design
The objective is not to replace useful controls simply because they already exist. Relevant policies, approval routes, security controls, training or management processes can be retained where they are effective and appropriate.
Clear boundaries
After the Framework
After the Framework is adopted, the organisation may operate and review it internally or use HumanEdge+ Ongoing Governance for structured check-ins, evidence review and support within the agreed scope as AI use changes.
Ongoing Governance is optional. No single path is treated as the default.
Put governance into practice
The HumanEdge+ Governance Framework gives management a practical structure for ownership, boundaries, oversight and evidence without turning everyday AI use into unnecessary process.