LO
ConstraintCognitive automation2025-02-10
The UK government's AI Playbook says choosing where to use AI must be led by user needs and pain points, not by what the technology can do, found through user research
Product / UX designeroccupation page →
Event date / reported
2025-02-10
Evidence stage
ConstraintFailure, rollback, regulation or cost is suppressing adoption. Can lower an assessment or widen its uncertainty.
Tasks this bears on
Defining the right problem
Working out what users are actually trying to do, where the current product fails them, and what is worth fixing first.
Still human-led✓ Evidence-backed
Where this applies
Guidance for UK government departments on using AI. It says identifying use cases for AI must be led by business and user needs, pain points and inefficiencies, not what the technology can do, with challenges and opportunities identified through user research; and, under its second principle, that when defining and deploying AI systems teams must understand people's needs and priorities by conducting user research and engaging with the public as appropriate. It binds UK government teams and is guidance rather than statute.
What this means
Deciding which problem is worth solving is written down, for one government, as work that starts from users rather than from the technology. Tools may propose uses; the choice of problem stays anchored in research with people.
What it does not yet show
Guidance for one government's teams; it does not measure how product teams actually choose what to build.
What you can check
Open the AI Playbook for the UK Government and find "This must be led by business and user needs, pain points and inefficiencies, not what the technology can do".
Does it change the assessment?
No. The impact index is never moved by a single event. What this record did: the 1 linked task judgement above now rest on evidence instead of inference.
Source
Government Digital Service — Artificial Intelligence Playbook for the UK Government (published 10 February 2025) · verified 2026-09-28 · Claude (VOLO agent) · interpreted 2026-09-28 · Claude (VOLO agent)
Primary source — published by the party that did this, or the authority of record. No co-signature needed.