Practical Use of Language Models: Experiences and Governance in Organisations

On Wednesday 13 May, partners in the dScience Partner Program gathered at DNB in Bjørvika for a seminar focused on the practical use of language models in organisations. The event brought together representatives from industry, healthcare, academia, and the public sector to discuss operational experiences, governance, implementation challenges, and emerging best practices for large language models (LLMs).

Presenting at the seminar: Kristian Brudeli, Enterprise Architect, DNB

By Christoffer Hals
Published May 18, 2026

The seminar was hosted by Karl Aksel Festø (DNB) and moderated together with Nilla Karlsen-Davies (dScience) and Ingrid Shields (dScience). Throughout the morning, participants explored practical perspectives on implementation, governance, safety, evaluation, and operational use of language models across organisations.

Karl Aksel Festø (DNB) and moderated together with Nilla Karlsen-Davies (dScience)
Karl Aksel Festø (DNB) and Nilla Karlsen-Davies (dScience) opened the seminar.

From Pilots to Operational Deployment

The programme highlighted how organisations are moving beyond experimentation and into large-scale deployment of AI-supported workflows and services.

Nis Johansen, Head of Digital Innovation, South-Eastern Norway Regional Health Authority (HSØ)
Nis Johansen, Head of Digital Innovation, South-Eastern Norway RegionalHealth Authority (HSØ)

Nis Johansen presented experiences from scaling ambient scribes in Norwegian specialist healthcare. 

Kristian Brudeli, Enterprise Architect, DNB
Kristian Brudeli, Enterprise Architect, DNB

From a governance perspective, Kristian Brudeli shared practical insights through the presentation “AI Technology Guardrails – Managing Access, Risk and Governance in Practice”. 

Zuzanna Zygadlo-Stenberg, Digital Collaboration and Governance Manager, DNV
Zuzanna Zygadlo-Stenberg, Digital Collaboration and Governance Manager,DNV

Zuzanna Zygadlo-Stenberg continued the governance discussion with practical approaches for managing LLM and AI-related risks at enterprise scale.

AI Experiences from the Public Sector

The seminar also included practical public-sector experiences with AI-supported documentation systems in healthcare settings.

Maria Therese Sanna, Head of Section, Digitaliseringsetaten, Oslo kommune
Maria Therese Sanna, Head of Section, Digitaliseringsetaten, Oslo kommune

Maria Therese Sanna and Pernille Ingvaldsen Smith presented early experiences from emergency clinic pilots using ambient scribes. Their presentation covered use cases, implementation experiences, and operational considerations from initial deployments at legevakten.

Pernille Smith, Consultant, Bouvet
Pernille Smith, Consultant, Bouvet

Safety, Evaluation, and Norwegian Language Models

Broader perspectives on language models and AI safety were presented during the second half of the seminar.

Marie Iversdatter Røsok, Linguist, National Library of Norway
Marie Iversdatter Røsok, Linguist, National Library of Norway

Marie Iversdatter Røsok discussed “LLM Safety and Red Teaming”, highlighting the importance of systematic evaluation and robustness testing for generative AI systems.

David Samuel, Researcher, Language Technology Group, Department of Informatics, University of Oslo
David Samuel, Researcher, Language Technology Group, Department ofInformatics, University of Oslo

Finally, David Samuel presented ongoing work on training and benchmarking Norwegian open language models, providing insights into the development of language technologies adapted to Norwegian contexts and languages.

The seminar concluded with open discussions on governance, operational workflows, safety, evaluation, and opportunities for responsible AI adoption across sectors.

Read more about the dScience Partner Program.

Published May 18, 2026 12:33 PM - Last modified May 18, 2026 12:33 PM