Permission before autonomy
Where AI may advise, decide or act, and what requires human approval.
Workshop themes for accountable AI.
These research-led themes examine what AI may do, when people must step in and what others need to trust the result. They are used in workshops, executive education and invited teaching.
How the research is taught
Each theme begins with a consequential decision and examines boundaries, accountability and routes for challenge or intervention.
AI roles and decision rights
How role fit, evidence, disclosure, human handover and recourse work together.
Human judgement and accountability
Where people must remain responsible when AI takes on consequential work.
The material can support a guest lecture, executive education session, workshop or classroom case. It uses published research, public material and purpose-built teaching cases.
The work develops judgement. Any templates or decision maps are learning artefacts created by participants during the session.
This site presents Prashant Saxena’s academic research, faculty teaching and public speaking. He leads revenue for Isentia across Southeast Asia. Media intelligence, media monitoring, social listening, reputation measurement and related organisational work are undertaken through Isentia.
