INSIGHTS

Practical briefings for people who must decide, deliver or review artificial intelligence.

Each briefing separates the operational problem, current source position, implementation implications, evidence to retain and what remains uncertain.

DDAI briefings are general information. They are not legal advice, certification guidance or a substitute for professional review of a specific system.

Briefings

Briefing 02

From demonstration to governed operation

A demonstration proves that a model can produce an interesting output under controlled conditions.

Source status: DDAI practical guidance. No external primary-source claim is relied on for this operational briefing.

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Briefing 03

What public buyers should ask artificial-intelligence suppliers

Artificial-intelligence procurement requires more than asking whether a supplier “uses artificial intelligence”.

Source status: Primary official sources checked on 19 July 2026. The linked United Kingdom guidance and European public-buyer resource were publicly accessible on that date.

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Briefing 05

Human oversight for tool-using and agentic systems

Human oversight is not achieved by placing a person somewhere near the workflow.

Source status: DDAI practical guidance. No external primary-source claim is relied on for this operational briefing.

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Briefing 06

Role-based artificial-intelligence literacy in practice

Different roles need different competence. A board member does not need the same training as a developer.

Source status: DDAI practical guidance. No external primary-source claim is relied on for this operational briefing.

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Briefing 07

Why retrieval systems still need workflow controls

Connecting a model to approved documents can improve source quality, but retrieval does not solve the whole governance problem.

Source status: DDAI practical guidance. No external primary-source claim is relied on for this operational briefing.

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