EcosystemSUMMIT & RESEARCH
Evidence library / Making AI Useful in Humanitarian Response
AI for development · SELECTED MOMENT · 1:18

Model availability does not remove the cost of wrapping, pipelines and domain integration.

Likely speaker
Zineb BhabyAI Lead · Norwegian Refugee Council

Free short preview · A good demo is not a shared foundation

Speaker turns in this passage

Select a time to jump to that part of the passage. Speaker changes are approximate.

Zineb BhabyAI Lead · Norwegian Refugee Council

Model availability does not remove the cost of wrapping, pipelines and domain integration.

View citation

Attributed contributors: Zineb Bhaby. “Model availability does not remove the cost of wrapping, pipelines and domain integration..” Making AI Useful in Humanitarian Response. ECOSYSTEM Summit, Barcelona, 16 September 2026. Session time 5:04–6:22. https://cs-ecosystem.commonshare.workers.dev/evidence/E-05c19743189e

Interpretation and context.

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

practitioner interpretation

Model availability does not remove the cost of wrapping, pipelines and domain integration.

Contributors
Zineb BhabyAI Lead · Norwegian Refugee Council

Proposed mechanism: Share investment in complementary implementation capabilities.

Conditions: Expertise and integration funding.

Limit: No quantified cost comparison.

workflow integrationcapacityshared infrastructure

Where it connects.

Explore the linked codes above to compare related passages.