Insights

Notes from
the field

What we learn building governed AI systems for European companies, written down while it's still fresh.

Implementation·14 July 2026

From pilot to production: why most AI projects stall

Most AI pilots impress in a demo and die in rollout. The difference is rarely the model, it is the architecture around it: data access, permissions, evaluation and ownership.

Governance·20 June 2026

Explainability by design: AI your auditors can live with

Critical workflows need more than plausible outputs. Systems should show which sources influenced an answer, where confidence is low, and when a human must review.

Infrastructure·28 May 2026

EU hosting is not a checkbox, it is an architecture

Data residency, model routing and PII masking decide whether an AI platform is genuinely sovereign or just marketed that way. Here is what we look for.

Future of Work·2 May 2026

AI that empowers teams instead of replacing judgement

The best deployments we have seen make experienced people faster and new people better, by encoding where AI assists, where rules decide, and where humans stay in control.

Notes fromthe field

From pilot to production: why most AI projects stall

Explainability by design: AI your auditors can live with

EU hosting is not a checkbox, it is an architecture

AI that empowers teams instead of replacing judgement

Notes from
the field