- Choose a useful AI application
- Clarify the work problem, the people affected and what improvement would mean. Introduce the responsibility translation gap. Analyse the common case, select a bounded use, describe the existing process and draft the purpose and limits of a possible trial.
- Design responsibility into the work
- Connect professional ownership with mandate, review time, access to sources and decision rights. Distinguish trust in judgement from confidence in dependable arrangements. Map preparation, checking, authorisation and use. Name who can pause the work and who must respond. Identify one responsibility gap and propose a change to the working arrangements.
- Check outputs and respond to concerns
- Translate fairness, transparency and human oversight into questions about a specific task. Practise speaking up and giving an answer that leads to action. Review a fictional AI draft against its source. Rehearse a concern conversation in groups of three and refine the human review and escalation arrangements.
- Plan a proportionate implementation trial
- Set boundaries and evidence for quality, checking effort and effects on people. Consider what would justify pausing. Draft a 30-day trial with responsibilities, required approvals, support, a baseline, simple evidence and a review date. Specify pause and stop conditions.
- Review readiness and refine the plan
- Examine whether responsible action is possible under actual working conditions. Exchange peer feedback. Revise the plan, identify unresolved questions and name the first authorised step and the person responsible for the review decision.
How you’ll learn
You work with a fictional example: an AI-drafted description of a routine internal process, with the source text supplied so you can verify it. You work out preparation, checking, authorisation and use, then apply the same approach to one process in your own organisation, including the information rules and specialist approvals it needs. The day needs no live AI accounts and no technical demonstrations.
Evidence & methodology
You compare a fictional AI draft with its source and identify unsupported claims, then rehearse raising and responding to a concern in groups of three. Peer feedback tests the use of authority, checking time and action on concerns.
Then run the trial
30-day trial · self-directed
After local approval, you test the plan for 30 days using authorised tools and information.
You compare quality and total work, including checking and correction, with the existing process, and gather feedback from staff and the people affected for the named reviewer's decision. You carry this out yourself. Further facilitated sessions can be agreed separately.