Map current use
Ask where staff are already using AI and what they need from it.
Learning note
Why AidGPT exists / Shadow AI
A starting point for recognising informal AI use and turning it into visible, supported practice.
Read the canonical MarketImpact source (opens in a new tab)Who this is for
- Managers
- Governance and IT
- Practitioners
Topics
- AI governance
- Safe use
AidGPT practice boundary
Use the source without outsourcing judgement
Practise with fictional or synthetic material before considering real work. Keep the task bounded, verify outputs against approved sources, and leave consequential decisions with an accountable person.
- TASK Frame
- SOURCE Ground
- CHECK Verify
- DECISION Own
Put this into practice
Open a safe route
Pair clear boundaries with practical support and escalation.
Source and provenance
Source and provenance record
AidGPT learning adaptation of MarketImpact commentary. Consult the canonical publication for the full source material.