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The AI Team of the City of Amsterdam is experimenting with generative AI to be able to give advice about the practical use of models within municipalities.​ This document shows the results of our initial LLM comparisons, with special focus on open-source alternatives. It is based on literature research and running tests on municipal use-cases.