Administrative assistance
Start with scheduling, document retrieval or draft correspondence under staff review.
Sector intelligence
Health & life sciences
Less administrative friction, with clinical responsibility intact.
Where to put AI to work
Practical opportunities to investigate. Results depend on your data, process and evaluation.
Research workflows
Use traceable sources for literature screening and record what the system excludes or cannot assess.
Clinical evaluation
Clinical systems require a separate expert-led validation and regulatory pathway appropriate to their intended use.
What matters in this sector
Administrative work and clinical decisions need different levels of scrutiny. Helping staff find an approved document is not the same as predicting a patient’s condition. The evidence needed depends on the intended use, population and consequences of error. Clinical work requires the appropriate specialist oversight.
A sensible first test
An administrative team can first compare time spent finding current internal guidance using permitted material. Keep patient information out of an unapproved trial. The sepsis case explains why a headline accuracy figure does not settle a clinical decision.
Cases worth learning from
2 June 2025
UK Civil Service · Copilot
Test whether everyday writing and administration become easier for public employees.
What happened and what to learn ↗
2021 study of a particular model version
Hospital warning system · external evaluation
A widely used system still needs to be tested where it will be used.
What happened and what to learn ↗Measure
Administrative time, correction effort, missed information and service accessibility.
Watch
Sensitive data, unrepresentative samples and automation bias. This guide is not clinical deployment approval.
Make the first move concrete
One workflow. One baseline. One accountable owner.
Choose a repeatable task. Record its current performance and the failures that matter. Test on a controlled sample, compare with the existing process, and decide what evidence would justify extending the trial.
Compare your opportunities