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Maintained field reference

Practical resources for accountable AI use

Guides, learning notes and research briefings selected for people making real decisions about AI at work. Every entry names its publisher and editorial review state.

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AI Disclosure and Use Guide

A free, practical guide to disclosure, permission, verification and staff communication.

Free, ungated and CC BY 4.0.

Publisher
AidGPT
Editorial review
Reviewed August 2026
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  • Guide or tool

    AI Disclosure and Use Guide

    A free, practical guide to disclosure, permission, verification and staff communication.

    10 min starting out AI governanceSafe useVerification
    Read guide
    Type / status
    Guide or tool AidGPT guidance · CC BY 4.0
    Publisher
    AidGPT AidGPT guidance
    Editorial review
    Reviewed August 2026 Review due February 2027

  • Guide or tool

    MI-GUIDE-002 Verification-First

    Commissioning AI-assisted analysis you can defend: a working protocol from two market assessments. Seven phases, nine failure modes with the control that caught each one, and ten requirements for anyone commissioning AI-assisted analysis. Free, CC BY 4.0, six pages.

    15 min working practice VerificationAI governanceHumanitarian operations
    Download guide
    Type / status
    Guide or tool AidGPT guidance · CC BY 4.0
    Publisher
    AidGPT AidGPT guidance
    Editorial review
    Reviewed August 2026 Review due February 2027

  • Guide or tool

    MI-GUIDE-002 Somalia Case Exhibit

    The working draft behind the guidance paper, published in full so the method can be inspected. A ten-section desk-based EMMA produced in a single AI-assisted session, with every evidence tag and flagged gap intact. A March 2026 draft, deliberately not updated, published for methods transparency rather than as current analysis.

    45 min working practice VerificationHumanitarian operations
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    Type / status
    Guide or tool AidGPT case exhibit · March 2026 draft, not updated
    Publisher
    AidGPT AidGPT guidance
    Editorial review
    Reviewed August 2026

  • Guide or tool

    AI Workflow Card Safe Use Guide

    A field-ready card for defining a bounded AI task, safe inputs, checks, stop rules and escalation.

    15 min working practice Safe useVerificationAI governance
    Download workflow card
    Type / status
    Guide or tool AidGPT guidance
    Publisher
    AidGPT AidGPT guidance
    Editorial review
    Reviewed August 2026 Review due February 2027

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From MarketImpact

MarketImpact remains the canonical publisher of its research, analysis and commentary. AidGPT selects a small number of sources and turns them into clearly labelled learning notes or research briefings for responsible practice.

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AidGPT Updates

A restrained email note on practical AI adoption, training, governance and newly reviewed resources.

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