Discovery

See what is actually happening with AI across your organisation.

HumanEdge+ Discovery brings together leadership, management, staff and supporting evidence to establish how AI is actually being used, where understanding differs, what needs stronger controls and what management should do next.

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LeadershipManagementStaffEvidence
HumanEdge+DiscoveryEvidence-led management view
VisibilityFindingsPrioritiesDecisions

Why Discovery

AI use can spread faster than management visibility.

AI often appears through everyday work before it becomes a formal programme. Staff may use standalone tools, personal accounts or AI features already embedded in business systems, leaving management without a reliable view of where AI is being used, what information enters those systems or who remains responsible.

  • 01AI use may be distributed across teams and accounts.
  • 02AI features may already exist inside current business systems.
  • 03Individual checking does not necessarily create a consistent oversight standard.
  • 04Policies and registers do not by themselves prove that controls operate in practice.

Discovery establishes that baseline before decisions are made about wider adoption or additional governance.

Who Discovery Is For

When AI has become a management issue.

Discovery is particularly relevant where AI is already appearing across teams, business systems or decision-making, but management does not yet have a reliable evidence-led view of how that use is being governed.

  • Different teams use different AI tools.
  • Company and personal accounts are both in use.
  • Existing software is introducing AI features.
  • Management wants to expand AI use.
  • Policies exist but operating evidence is limited.
  • Higher-consequence uses are emerging.

The evidence base

Different parts of the organisation see different parts of the picture.

01

Leadership

Business direction, accountability, planned use and management expectations.

02

Management

How AI is actually being used within functions, workflows and decisions.

03

Staff

Anonymous insight into everyday AI use, understanding, behaviours and practical uncertainty.

04

Evidence

Relevant policies, records, tool information, account arrangements and supporting organisational evidence.

Evidence-led organisational viewClearer management visibility

What Discovery examines

Discovery looks beyond the list of AI tools.

01

Current AI use

Where AI is being used today, including standalone AI and AI embedded inside existing business systems.

02

Information and account boundaries

What information enters AI systems and whether use happens through managed organisational accounts, personal accounts or both.

03

Ownership and human oversight

Who remains responsible for AI-supported work and where human judgement or review is required.

04

Controls and evidence

Whether existing rules, approvals, records and governance arrangements appear to be operating in practice.

05

Planned use and opportunity

Where the organisation intends to use AI and whether the business need, expected value and consequences are sufficiently understood.

06

Change and supplier capability

How new AI features, supplier changes and evolving use could change the organisation's governance needs.

Management decisions

Discovery gives management a clearer basis for decisions.

The objective is not to produce a long list of AI risks or opportunities. It is to help management understand what matters, what needs attention and what should happen next.

01

Proceed

The organisation has enough evidence and control to continue at the current level.

02

Proceed with conditions

The use may continue where specific boundaries, ownership or oversight are put in place.

03

Defer

The opportunity may be valid, but prerequisites need to be addressed first.

04

Pause pending evidence

Management should not increase reliance until important information, controls or assurance are available.

These are examples of legitimate management outcomes. Discovery supports management judgement; it does not generate automatic verdicts.

Discovery outputs

A management view you can act on.

  1. 01

    Evidence-led organisational view

    A clear picture of current AI use, differing perspectives, material gaps and relevant evidence.

  2. 02

    Priority findings

    The areas that require management attention, stronger controls or further evidence.

  3. 03

    Management decision points

    Clear decision and ownership requirements where management action is needed.

  4. 04

    Visual AI Roadmap

    Where the evidence supports a current or planned AI use case, a non-technical visual roadmap showing priorities, prerequisites, ownership and management decision points.

  5. 05

    Practical next steps

    A prioritised basis for management action after Discovery.

Visual AI Roadmap

Where the evidence supports it, Discovery turns priorities into a visual roadmap.

The roadmap provides a clear, non-technical view of what needs to happen next, including actions, prerequisites, ownership and management decision points. HumanEdge+ may identify recommended next steps, controls, specialist support or dependencies, but implementation remains with the organisation or its chosen providers. Where no immediate AI use case is supported, Discovery identifies the priorities and conditions that should be addressed first.

  1. 01

    Actions

    What matters first.

  2. 02

    Prerequisites

    What must be in place.

  3. 03

    Ownership

    Who takes responsibility.

  4. 04

    Decisions

    What management needs to decide.

Talk to HumanEdge+ about Discovery

Clear boundaries.

  • Discovery is not a technical AI implementation service.
  • Discovery is not a legal audit or certification.
  • Discovery does not assume every AI opportunity should proceed.
  • Discovery does not replace management responsibility.
  • Discovery does not require the client to commission another HumanEdge+ service.

Discovery stands on its own.

The findings give management a basis for deciding what should happen next.

Depending on the evidence, that may include internal action, specialist advice, changes to existing controls, a HumanEdge+ Governance Framework or no further HumanEdge+ engagement.

DiscoveryEvidence and decisions

If governance needs to stay current as AI use changes, explore Ongoing Governance.

Start with visibility

Start with a clear view of what is actually happening.

If AI is already being used across your organisation, Discovery gives management the evidence and clarity needed to understand what requires attention and what should happen next.

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Not sure whether Discovery is the right starting point?Take the Business AI Snapshot