Governance

Privacy by Design

Building data minimisation, access controls and safe defaults into an AI service from the first sketch.

Privacy by Design is building data minimisation, access controls and safe defaults into an AI service from the first sketch.

For leaders, the useful question is not whether the term sounds technical. It is: where does it change a decision, a boundary or a measure of value in our work this quarter?

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SENTINEL

START

Purpose

CONTROL

Control boundary

OUTCOME

Accountable action

Controls make an AI action inspectable and recoverable.

GOVERNANCE

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Executive AI Fluency

intermediate1h 15m

The AI Adoption Playbook

Executive AI Strategy

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AI Guardrails Menneske-i-løkken

Seen in cases

Real-world examples where this concept appears in our case studies.

Municipal servicesDigital DirectorA useful pilot faces a privacy question early enough to design a safer route instead of cancelling it.

The Sensitive Data Shortcut

Public servicesDigital DirectorData, risk and trust applied to a quality incident: a leader makes the boundary, ownership and value decision visible.

Data, risk and trust: A quality incident

Public servicesDigital DirectorData, risk and trust applied to a workflow under pressure: a leader makes the boundary, ownership and value decision visible.

Data, risk and trust: A workflow under pressure

Public servicesDigital DirectorData, risk and trust applied to a data boundary: a leader makes the boundary, ownership and value decision visible.

Data, risk and trust: A data boundary

Public servicesDigital DirectorData, risk and trust applied to a customer-facing moment: a leader makes the boundary, ownership and value decision visible.

Data, risk and trust: A customer-facing moment

Public servicesDigital DirectorData, risk and trust applied to an ownership gap: a leader makes the boundary, ownership and value decision visible.

Data, risk and trust: An ownership gap

Offentlige tjenesterDigital direktørData, risiko og tillid anvendt på en kvalitetsulykke: en leder gør grænser, ejerskab og værdi beslutning synlig.

Data, risiko og tillid: En kvalitetsulykke

Offentlige tjenesterDigital direktørData, risiko og tillid anvendt på en arbejdsproces under pres: en leder gør grænser, ejerskab og værdi beslutning synlig.

Data, risiko og tillid: En arbejdsproces under pres

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