In November 2026 two governing bodies asked the same question. Nordvik Region's HR director, Ingrid Halvorsen, was commissioned to govern algorithmic management across the Region's about 6,000 staff and to report to the regional executive committee by 30 June 2027 (AIDR-0600). A week later Hansa Mutual's executive board asked the chief HR officer and the chief risk officer for a group policy on AI in management, with the Konzernbetriebsrat invited to the review and a first report due on 30 April 2027 (AIDR-0650). Chapter 30 told the work that followed as a year.
This chapter states, for each organisation, a conclusion per management function, three decisions it got right and two it got wrong or has still to make, its answer to the body that asked, and a 24-month plan as an artefact. It then compares a public authority that mostly procures and negotiates under a co-determination act on the pattern of the Swedish MBL with a mutual group that mostly builds and answers to a Konzernbetriebsrat and six other national arrangements, and ends with lessons for other organisations. As a chapter of Part VII it concludes all five management functions: M1 Direction, M2 Evaluation, M3 Consequence, M4 Development and M5 Care. Both organisations are fictional, but the legal instruments that bind them are real; the outcomes of their plans are expected, not observed.
Both bodies asked who should hold management decisions when AI already takes part in them, from different places. The commission to Ingrid Halvorsen came after a pause: in September 2026 the Region had stopped its recruitment-screening pilot because the supplier could not show how the ranking was made (AIDR-0601). ShiftWise, high-risk under AI Act Annex III, point 4(b), was about to draft routes in home care, and the dashboards had been built in house without anyone deciding what they were for. The request to Hansa came from an estate in which AI already directed people: the claims-triage agent allocated claims, TalentLens ranked applicants, the sales score fed variable pay, and the pilot HM-AB-PILOT-01 was to start in January 2027. The board wanted one policy across seven markets, two outside the AI Act.
Primary topics explored
- One question, two answers
- Nordvik Region: the answer to the regional executive committee
- Hansa Mutual: the answer to the executive board
- The two delegation registers at the end of the year
- Two 24-month plans
- Where they differ and why
About AI Boss
AI Boss is Book 7 of The Transformed Architecture. It examines what happens when artificial intelligence takes the manager's chair: algorithmic management of direction, evaluation, consequence, development and care, the effects on people, the management of AI agents, Europe's legal answer, and how to design an accountable AI boss, for European enterprises and public authorities.
It builds on the conclusions of Architecture as Code, AI Governance, AI Platform and Security, AI Red Team, AI Threat and The Transformed Security Architect.
Executives, line managers, HR and people leaders, works councils and trade unions, public employers, architects and AI governance leads, data protection and legal officers, procurement and programme leaders, and risk, compliance and audit.
Gunnar Nordqvist
Conceived, directed and published the books of The Transformed Architecture.
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Chapter 32: Nordvik Region and Hansa Mutual: Conclusions for Two Organisations in AI Boss gives the detailed explanations, practical examples and implementation patterns behind this summary.
This whitepaper belongs to “Experience and Verdict” and is one of 37 drawn from the manuscript.