Services  /  SVC / AI

AI Transformation

From ungoverned AI to a stack you can govern, audit, and scale. Diagnosed across five dimensions, delivered as a roadmap.

Most enterprises approach AI the wrong way around. They find a compelling use case, buy a vendor tool, run a pilot, and try to scale, only to discover the data is not ready, governance is absent, and the talent is fragmented. What began as fast wins becomes a patchwork of disconnected experiments with no architecture underneath. They harness the horse by its tail.

The root cause is almost never technical. It is strategic: nobody asked what level of AI maturity the organization operates at today, what level it needs to reach, and what the structured path between those two states is. This service answers exactly that. It maps your AI readiness across five dimensions and hands you a roadmap you can execute, not a report that sits in a drawer.

The methodology is my own, developed in its own terms and terminology. It is not improvised either. It is adjacent to established maturity-model research in the lineage of Brinkkemper (Utrecht), and informed by the model-based method work I was part of in the publicly funded BMBF research projects SPEDiT and SpesML at Validas AG. Adjacent in method, independent in substance.

Slide 1 of 8Slide 2 of 8Slide 3 of 8Slide 4 of 8Slide 5 of 8Slide 6 of 8Slide 7 of 8Slide 8 of 8
Download the deck (PDF)

The engagement, step by step

Five dimensions feed a structured process. Every step is a defined deliverable, and the roadmap at the end is the one your team executes against.

5 DIMENSIONS the assessment axes Audit Map current state across the five dimensions. Score Rate current vs target maturity per dimension. Gap Rank gaps by risk and dependency. Roadmap A phased, dependency-ordered investment plan. Execute Support the team through the sequence. ROADMAP ARTIFACT the plan you execute against Every step is a defined deliverable. The roadmap is the one you execute against, not a report in a drawer.

Further reading: Why most enterprises get enterprise AI wrong, and how to fix it.

Run the AI Maturity Matrix All services
Related

More in services

SVC / RISK

Autonomy System Risk Evaluation

Structural risk in the architecture, not in the backlog. Includes SLAM robustness and perception validation.

SVC / CERT

Certification Strategy & Gap Analysis

ISO 26262 and ISO 21448, mapped to what you actually have.

SVC / TDD

Technical Due Diligence (Autonomy & AI)

For investors who need the claim checked, not repeated.