Identify a bounded use case
Choose an assistance task with clear benefits, harms and owner.
Research briefing
A briefing on where generative AI may assist cash programming and where governance and human review remain essential.
Read the canonical MarketImpact source (opens in a new tab)AidGPT practice boundary
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.
Choose an assistance task with clear benefits, harms and owner.
Test privacy, bias, transparency and escalation before use.
Source and provenance
AidGPT research briefing based on a MarketImpact report. Consult the canonical publication for the full source material.