DEEN

AI Transformation Framework

Our own method for AI transformation: four functional domains, a governance overlay and tools for implementation.

AI Transformation Framework

We make AI transformation measurable, prioritisable and manageable.

AI-TF is a proprietary ASW product. Companies do not invest in AI readiness in the abstract, but in information, processes, technology and organisation. That is where the framework starts, with a governance layer on top.

Framework structure

  1. 01Information
  2. 02Process
  3. 03Technology
  4. 04Organisation
  5. 05Governance overlay
Governance overlay
01InformationWith what?
02ProcessHow?
03TechnologyBy what means?
04OrganisationWho?
Domain 1 of 4With what?

Information

Is the information AI needs available, reliable, structured and usable? This covers data, documents, rules, master data and experience.

  • Availability
  • Quality
  • Structure
  • Accessibility
Domain 2 of 4How?

Process

Are workflows and decision logic clear, standardised and manageable enough to be analysed, automated or changed in a meaningful way?

  • Process definition
  • Standardisation
  • Repeatability
  • Complexity
Domain 3 of 4By what means?

Technology

Is there a technical foundation to run AI solutions in a stable, integrated, reliable and adaptable way? We assess what systems contribute, not product names.

  • Availability
  • Connectivity
  • Reliability
  • Adaptability
Domain 4 of 4Who?

Organisation

Are people, roles and responsibilities set up so the organisation can implement AI effectively and use it for the long term?

  • Enablement
  • Responsibility
  • Collaboration
  • Adaptability
Cross-cuttingUnder which rules?

Governance overlay

Governance is not a fifth domain; it sits across all four. It defines the rules under which AI is used: from the readiness check in the assessment and the classification of each use case to the governance gate in prioritisation.

  • Readiness check
  • Use case classification
  • Governance gate
  • ISO/IEC 42001 gap analysis
Assessment questionnaireGives a structured view of an organisation’s maturity across all four domains.
Operational templatesMake implementation concrete in every domain.
AI-TF module

System Landscape Readiness

How ready is your existing software landscape for AI? The module rates the AI readiness of common software systems and shows where your landscape holds up and where it does not.

~140software systems rated
19categories

Where does your company stand? The AI Readiness Check shows you.

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