SME

The bounded pilot

How a small team trials AI, compares it with a non-AI baseline, and actually stops after a poor result

Shadow AI and the Dignity of Data

How small teams can make unknown AI use visible, protect data-subject rights and build safe routes without blame

Fair and accessible for whom?

Language, disability, barriers and distributional consequences as a design and procurement question

Governance for small teams: one page per AI use case instead of corporate formalism

A practice and course article about bounded responsibility, reviewable decisions, and the right to end an AI use case again.

Consultation Instead of a Tool Pitch

How affected perspectives, fair work on conflict and a limited pilot can turn an AI idea into a reviewable governance decision

Choose local language models without falling for marketing

The best choice does not begin with a model name. It begins with an honest description of the task, the data and the environment you actually have.

Local, cloud or hybrid? A decision architecture for small and medium-sized businesses

The right question is not: Where does the AI run? It is: Which task may go into which environment?

Claude Code quotas: an OpenAI workaround and the Chinese alternatives in practice