Skip to content

Research briefing

Responsible AI adoption in complex environments / NRC Ukraine

A briefing on responsible adoption in a complex response, including capability, infrastructure and accountability.

Read the canonical MarketImpact source (opens in a new tab)

Who this is for

  • Managers
  • Governance and IT
  • Researchers

Topics

  • AI governance
  • Humanitarian operations
  • Training

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.

  1. TASK Frame
  2. SOURCE Ground
  3. CHECK Verify
  4. DECISION Own

Put this into practice

Start with operating context

Assess real constraints before choosing use cases or tools.

Stage adoption

Connect governance, staff capability and monitoring over time.

Source and provenance

Source and provenance record

AidGPT research briefing based on a MarketImpact report. Consult the canonical publication for the full source material.