EcosystemSUMMIT & RESEARCH
Evidence library / The Reality of AI: Adoption, Capacity, and Change Management
AI for development · SELECTED MOMENT · 0:42

Janoch recommends drawing the decision flow before selecting AI interventions.

Likely speaker
Mathew TruscottHead of Office, Geneva · Oxfam International
Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗

Free short preview · Draw the decision before choosing the tool

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Mathew TruscottHead of Office, Geneva · Oxfam International
Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗

Janoch recommends drawing the decision flow before selecting AI interventions.

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Attributed contributors: Mathew Truscott; Emily Janoch. “Janoch recommends drawing the decision flow before selecting AI interventions..” The Reality of AI: Adoption, Capacity, and Change Management. ECOSYSTEM Summit, Barcelona, 16 September 2026. Session time 17:20–18:03. https://cs-ecosystem.commonshare.workers.dev/evidence/E-c238bd08678b

Interpretation and context.

Analyst synthesis. The recording establishes that a claim was made. It does not independently establish the claimed effect.

practitioner advice

Janoch recommends drawing the decision flow before selecting AI interventions.

Contributors
Mathew TruscottHead of Office, Geneva · Oxfam International
Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗

Proposed mechanism: Locate human decisions, useful automation and potential friction in a process.

Limit: Advice, not measured efficacy.

problem definitionworkflow integrationdecision rights

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