A client document enters an AI tool.
Would you know what information was shared and under which account?
REAL WORKPLACE AI USE
AI often enters everyday work before management has a clear view of where it is being used.
Would you know what information was shared and under which account?
Who checks the output and owns the final judgement?
Who decides whether that use can continue?
Management needs visibility before it can establish ownership, boundaries and oversight.
Discovery, Governance Framework and Ongoing Governance can each be commissioned independently.
HUMANEDGE+ PRODUCT
DISCOVERY
Compare perspectives with evidence to understand AI use, identify unknowns and clarify the management decisions that need attention.
PERSPECTIVES & EVIDENCE
DiscoveryEvidence-led organisational viewWHERE THE EVIDENCE SUPPORTS IT
HUMANEDGE+ PRODUCT
GOVERNANCE FRAMEWORK
Establish clear ownership, boundaries, decision routes and human oversight around the way AI is actually used.
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, incident handling and regular review needed to show that controls are operating in practice.
Governance FrameworkClear · practical · operationalHUMANEDGE+ PRODUCT
ONGOING GOVERNANCE
Review material changes in tools, suppliers and use cases, and keep relevant decisions, controls and evidence up to date.
Ongoing GovernancePortal-supported governance rhythmWhat has changed?
Does the Framework still make sense?
Is action or escalation required?
Adjust governance where appropriate.
Record the decision and what changed.
Confirm responsibilities and follow-up.
HUMANEDGE+ PRODUCT
AI GOVERNANCE FOUNDATION
Practical learning, checks of understanding, completion evidence and resources help people apply organisational expectations in everyday work.
AI Governance FoundationPractical AI governance for the workplaceWHY HUMANEDGE+
We focus on how AI is being used in real work, where responsibility sits and whether the organisation can show that its controls are operating in practice.
Before recommending controls, understand what people are actually doing with AI.
Governance has to work when people are busy, under pressure and trying to get work done.
Use controls that fit the organisation, the use case and the level of risk without creating unnecessary process.
Policies matter, but organisations also need evidence that controls are understood and operating in practice.
The point is not to stop people using AI. It is to stop them guessing.

HumanEdge+ is built around governance that can operate in real organisations, not just exist on paper.
Imelda’s work sits at the intersection of people, business and technology. Her background in social science, psychology, marketing and higher education shapes her understanding of the human behaviour behind AI use.
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